{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18102cea",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "!pip install -Uqq nixtla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a50470ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "from nixtla.utils import in_colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ace35684",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "IN_COLAB = in_colab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1ea1aa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    from nixtla.utils import colab_badge\n",
    "    from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ecd9d32-9178-4768-bffa-d70c93c98311",
   "metadata": {},
   "source": [
    "# TimeGPT Quickstart\n",
    "\n",
    "> TimeGPT is a production ready, generative pretrained transformer for time series. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c48909a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/getting-started/2_quickstart.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| echo: false\n",
    "if not IN_COLAB:\n",
    "    load_dotenv()\n",
    "    colab_badge('docs/getting-started/2_quickstart')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e5b10a6-b39c-4583-bc2c-ab0b70eeea28",
   "metadata": {},
   "source": [
    "## Step 1: Create a TimeGPT account and generate your API key\n",
    "\n",
    "* Go to [dashboard.nixtla.io](https://dashboard.nixtla.io/team/1245738/usage)\n",
    "* Sign in with Google, GitHub or your email\n",
    "* Create your API key by going to 'API Keys' in the menu and clicking on 'Create New API Key'\n",
    "* Your new key will appear. Copy the API key using the button on the right.\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3705dd-6133-4eb0-8c53-8a8ff65ee455",
   "metadata": {},
   "source": [
    "<img src=\"https://github.com/Nixtla/nixtla/blob/main/nbs/img/dashboard.png?raw=true\" alt=\"Dashboard for TimeGPT API keys. Keys is in the middle, with trash and copy buttons on the right.\" width=\"700\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f30be1a-3eaf-4133-8254-680e8f7cda72",
   "metadata": {},
   "source": [
    "## Step 2: Install Nixtla"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73ad0fc4-bcf1-4b7e-8e6c-5969982e1b78",
   "metadata": {},
   "source": [
    "In your favorite Python development environment:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9c35e70",
   "metadata": {},
   "source": [
    "Install `nixtla` with `pip`:\n",
    "    \n",
    "```shell\n",
    "pip install nixtla\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03e24b4f-6b8c-4ffa-82c6-f5b889fdd423",
   "metadata": {},
   "source": [
    "## Step 3: Import the Nixtla TimeGPT client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d984aea-1315-4d4e-8b4d-b23efe947be1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nixtla import NixtlaClient"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b73a131-390e-46b9-847b-173f7d3c869a",
   "metadata": {},
   "source": [
    "You can instantiate the `NixtlaClient` class providing your authentication API key. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1098659-f250-4663-b588-f9e17065cafa",
   "metadata": {},
   "outputs": [],
   "source": [
    "nixtla_client = NixtlaClient(\n",
    "    api_key = 'my_api_key_provided_by_nixtla'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5b8ea7f-e30e-4001-a7a6-9e935e12180a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    nixtla_client = NixtlaClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e7cea32-ade9-4b23-be93-9a4fbea7c6b2",
   "metadata": {},
   "source": [
    "Check your API key status with the `validate_api_key` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95fd6f32-8ada-4bd8-9083-77bb45bd2349",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Happy Forecasting! :), If you have questions or need support, please email ops@nixtla.io\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.validate_api_key()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2597400",
   "metadata": {},
   "source": [
    "**This will get you started, but for more secure usage, see [Setting Up your API Key](https://docs.nixtla.io/docs/getting-started-setting_up_your_api_key).**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ca0d1f7-9730-4146-b6f3-596099ce6e3b",
   "metadata": {},
   "source": [
    "## Step 4: Start making forecasts!\n",
    "\n",
    "Now you can start making forecasts! Let's import an example using the classic `AirPassengers` dataset. This dataset contains the monthly number of airline passengers in Australia between 1949 and 1960. First, load the dataset and plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "687802f2-be84-4b81-95eb-44798c591daf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fded6ec5-949a-44b8-9a4a-8fc8a5295e06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02-01</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949-03-01</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949-04-01</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949-05-01</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp  value\n",
       "0  1949-01-01    112\n",
       "1  1949-02-01    118\n",
       "2  1949-03-01    132\n",
       "3  1949-04-01    129\n",
       "4  1949-05-01    121"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6242b73d-fd43-41be-b4db-123cf7cd5b11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, time_col='timestamp', target_col='value')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "defa26b8",
   "metadata": {},
   "source": [
    "> 📘 Data Requirments\n",
    ">\n",
    "> * Make sure the target variable column does not have missing or non-numeric values.\n",
    "> * Do not include gaps/jumps in the datestamps (for the given frequency) between the first and late datestamps. The forecast function will not impute missing dates.\n",
    "> * The format of the datestamp column should be readable by Pandas (see [this link](https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html) for more details).\n",
    ">\n",
    ">For further details go to [Data Requeriments](https://docs.nixtla.io/docs/getting-started-data_requirements)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7631f17b-0ca4-4cf1-9b89-182a7d85fda6",
   "metadata": {},
   "source": [
    "### Forecast a longer horizon into the future"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c4790e3",
   "metadata": {},
   "source": [
    "Next, forecast the next 12 months using the SDK `forecast` method. Set the following parameters:\n",
    "\n",
    "- `df`: A pandas DataFrame containing the time series data.\n",
    "- `h`: Horizons is the number of steps ahead to forecast.\n",
    "- `freq`: The frequency of the time series in Pandas format. See [pandas’ available frequencies](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases). (If you don't provide any frequency, the SDK will try to infer it)\n",
    "- `time_col`: The column that identifies the datestamp.\n",
    "- `target_col`: The variable to forecast.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "793011c6-6845-410f-b6b1-3bdb87b41ce6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Restricting input...\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>TimeGPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1961-01-01</td>\n",
       "      <td>437.837921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961-02-01</td>\n",
       "      <td>426.062714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1961-03-01</td>\n",
       "      <td>463.116547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1961-04-01</td>\n",
       "      <td>478.244507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1961-05-01</td>\n",
       "      <td>505.646484</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp     TimeGPT\n",
       "0  1961-01-01  437.837921\n",
       "1  1961-02-01  426.062714\n",
       "2  1961-03-01  463.116547\n",
       "3  1961-04-01  478.244507\n",
       "4  1961-05-01  505.646484"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timegpt_fcst_df = nixtla_client.forecast(df=df, h=12, freq='MS', time_col='timestamp', target_col='value')\n",
    "timegpt_fcst_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "638329d2-2d1b-49dd-8df7-1926f7d9b36b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0397b0a9-07dc-45ad-a64b-ab619d34254f",
   "metadata": {},
   "source": [
    "You can also produce longer forecasts by increasing the horizon parameter and selecting the `timegpt-1-long-horizon` model. Use this model if you want to predict more than one seasonal period of your data.\n",
    "\n",
    "For example, let's forecast the next 36 months:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e69f5d11-b262-458f-8909-aaefc805cd23",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n",
      "INFO:nixtla.nixtla_client:Restricting input...\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>TimeGPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1961-01-01</td>\n",
       "      <td>436.843414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961-02-01</td>\n",
       "      <td>419.351532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1961-03-01</td>\n",
       "      <td>458.943146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1961-04-01</td>\n",
       "      <td>477.876068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1961-05-01</td>\n",
       "      <td>505.656921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp     TimeGPT\n",
       "0  1961-01-01  436.843414\n",
       "1  1961-02-01  419.351532\n",
       "2  1961-03-01  458.943146\n",
       "3  1961-04-01  477.876068\n",
       "4  1961-05-01  505.656921"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timegpt_fcst_df = nixtla_client.forecast(df=df, h=36, time_col='timestamp', target_col='value', freq='MS', model='timegpt-1-long-horizon')\n",
    "timegpt_fcst_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd521875-1a23-43a0-99ea-979ca0efc631",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff6d8e76-dbc1-407f-8a49-5e622735ca3d",
   "metadata": {},
   "source": [
    "### Produce a shorter forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12e9766e-d7a8-40f6-bfaa-4df07da6c505",
   "metadata": {},
   "source": [
    "You can also produce a shorter forecast. For this, we recommend using the default model, `timegpt-1`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94da9c70-b4e5-4f16-927f-4c153bbabaff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Restricting input...\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
     ]
    },
    {
     "data": {
      "image/png": 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Wa2FFFRERKRQuRm7+7rvvUqlSJSZPnpx9rGrVqtn/32azMXHiRF5++WUGDBgAwNSpUwkMDGT69OmMHTuWS5cu8d133zFt2jS6dOkCwI8//kilSpVYvnw53bt3L9TXJCIiIiIiIiIiIiIiIgW3dev1Ao9atzgTAvy9+b83htKlcyNeHz+DnbuOE3MsnhrVgxwdU0REpNAY2sFj7ty5NG3alMGDB1OuXDnCwsL45ptvsh+PiYkhLi6Obt26ZR8zm820b9+ejRs3AhAZGUlGRkaOc4KDg2nYsGH2OSIiIiIiIiIiIiIiIlJ8xMUlcuLEeZycTISHV8/189q3b0DjRlUBiIqKcVA6ERERYxjawePo0aN88cUXPPPMM7z00kts3bqVJ554ArPZzKhRo4iLiwMgMDAwx/MCAwM5fvw4AHFxcbi5ueHv73/DOdef/7/S0tJIS0vL/nNSUhIAGRkZZGRoJpuIo13/PtP3m4jkla4fIpJfun6ISEHoGiIi+aXrh4gUxO1+Ddm8eT8A9epVxN3dJU9/D40bVyZi22EiI4/Qv19TR0UUKbJudv24Xa8lIiWNoQUeVquVpk2bMmHCBADCwsLYs2cPX3zxBaNGjco+z2Qy5XiezWa74dj/+qdz3n77bcaPH3/D8aVLl+Lp6ZnXlyEi+bRs2TKjI4hIMaXrh4jkl64fIlIQuoaISH7p+iEiBXG7XkPmzs8az+JXysrChQvz9NzUlMsAbI04yIIFC255T0mkpPrr9SMlJcXAJCJiL4YWeJQvX5769evnOFavXj1mzpwJQFBQ1ly0uLg4ypcvn31OfHx8dlePoKAg0tPTSUhIyNHFIz4+ntatW9903xdffJFnnnkm+89JSUlUqlSJbt264evra58XJyJ/KyMjg2XLltG1a1dcXV2NjiMixYiuHyKSX7p+iEhB6BoiIvml64eIFMTtfA2xWKx88dVOAIbe04OQkMp5en5GRia/zzpEamoG9es3o1q1co6IKVJk3ez6cX2igYgUb4YWeLRp04YDBw7kOHbw4EGqVKkCQLVq1QgKCmLZsmWEhYUBkJ6ezpo1a3j33XcBaNKkCa6urixbtowhQ4YAEBsby+7du3nvvfduuq/ZbMZsNt9w3NXV9bb7IUnESPqeE5H80vVDRPJL1w8RKQhdQ0Qkv3T9EJGCuB2vIYePnCIpKRUvLzONGlXFxcU5T893dXWlUUgVIrYdZteuE9SuXcFBSUWKtr9eP26364hISeVk5OZPP/00mzdvZsKECRw+fJjp06fz9ddf8+ijjwJZo1meeuopJkyYwOzZs9m9ezdjxozB09OTYcOGAVCqVCnuv/9+/v3vf7NixQqioqIYMWIEISEhdOnSxciXJyIiIiIiIiIiIiIiInkUEXEYgPDw6nku7rguLKwaANujYuyWS0RExGiGdvBo1qwZs2fP5sUXX+SNN96gWrVqTJw4keHDh2ef8/zzz5OamsojjzxCQkICLVq0YOnSpfj4+GSf89FHH+Hi4sKQIUNITU2lc+fOTJkyBWfn/P1HX0RERERERERERERERIyxdeshAJo3q5XvNcLDqgMQFX0Um82GyWSySzYREREjGVrgAdCnTx/69Onzt4+bTCbGjRvHuHHj/vYcd3d3Jk2axKRJkxyQUERERERERERERERERApDamo6O3edAKBF8/wXeNSrVwGz2ZXExBRiYuKpXj3QXhFFREQMY+iIFhEREREREREREREREZHroqJjyMy0UL68PxUqBOR7HVdXF0IaVs5aM+qoveKJiIgYSgUeIiIiIiIiIiIiIiIiUiT8OZ6lZoHHqoSFVQOyikZERERKAhV4iIiIiIiIiIiIiIiISJEQEXEYgGbNahZ4rfCw6gBsj4rBZrMVeD0RERGjqcBDREREREREREREREREDBcff4mYY/E4OZlo2qRGgderV68iZrMriYlXOHYs3g4JRUREjKUCDxERERERERERERERETHc1mvdO+rVrYivr2eB13NzcyGkYWUgq4uHiIhIcacCDxERERERERERERERETFcRMQhwD7jWa4LC6sGQFTUUbutKSIiYhQVeIiIiIiIiIiIiIiIiIihrFYrEduyOng0b+6AAo/oGGw2m93WFRERMYIKPERERERERERERERERMRQhw7HkZiYgqeHGw0bVLbbuvXrVcLNzYWEhCscP37ObuuKiIgYQQUeIiIiIiIiIiIiIiIiYqitW7PGs4SHV8fFxdlu67q5uRASklUwsl1jWkREpJhTgYeIiIiIiIiIiIiIiIgYamtEVoFH8+a17L52eFh1AKKiYuy+tjhGyslkEqLOkXklw+goIiJFiovRAUREREREREREREREROT2dfVqOjt3HgegWbOadl8/LKwakNXBw2azYTKZ7L6H2Nel3Re4GpeCzWojoEk5o+OIiBQZ6uAhIiIiIiIiIiIiIiIihomOPkZGhoXAQD8qVypj9/Xr16uEm5sLCQlXOH78nN3XF/tKT0zjalwKmMC3jr/RcUREihQVeIiIiIiIiIiIiIiISLFwJSWNGb9u4KVXfuLEifNGxxE72RpxGIDmzWs6pLuGm5sLISGVgawuHlK0Xd6fAIBnJW9cvF0NTiMiUrRoRIuIiIiIiIiIiIiIiBRp585d4rffNzHnj60kJ18FwNPTzCsvDTI4mdjD1ohDADRvav/xLNeFhVYjMvIoUVExDLirpcP2kYKxZli5fPgSAL511b1DROR/qcBDRERERERERERERESKpEOHYvn5l/UsW74Di8UKgL+/FwkJV9i+XZ0YSoJz55M4evQsJpOJpo4s8AirDqwgKjoGm83mkE4hUnDJRy9hy7Di4uuGe7CX0XFERIocFXiIiIiIiIiIiIiIiEiRYbPZ2LLlED//sp6IbYezj4eGVmXoPe0ID69Oj57/R1xcImfOXCQ4OMDAtFJQ266NZ6lTJ5hSpTwdtk/9ehVxc3Ph4sVkjp84R9Uq5Ry2l+SPzWbj8r6s8Sy+df1UhCMichMq8BAREREREREREREREcOlp2eydGk0P89YT0xMPADOzk507NCQoUPbUq9uxexzG9SvxM5dx9m+/agKPIq5LdcKPJo3q+XQfcxmVxo2rMz27VljWlTgUfSkxaeSnpCGydmEd00/o+OIiBRJKvAQERERERERERERERFDzfljK999v4ILFy4D4OnhRt9+zRgyuDXlg/xvOD88vDo7dx0nMuooffo0Ley4YidWq5WIiEMAtGjuuPEs14WHVWP79qNsjzrKXXe2cPh+kjdJ+7O6d3hV98XZ7GxwGhGRokkFHiIiIiIiIiIiIiIiYpijR8/y3n/nAFC2rC9DBremX99m+Ph4/O1zwsOrM2XqKiIjj2Kz2TTKoZg6cuQsCQlX8PBwo2HDyg7fLyysOrCCqKgYfd0UMZbUTK4cyyrw8q17Y1GXiIhkUYGHiIiIiIiIiIiIiIgYZs3aPQA0a1qTD94fjYvLrd+5H9KwMq6uzpw/n8TJkxeoXLmMo2OKA2y91r0jLKwarq6Ov2VVv15F3NxcuHgxmeMnzmlMSxFy+VAiWG2Yy7hjLvP3xV0iIrc7J6MDiIiIiIiIiIiIiIjI7Wvdun0AdOnSKFfFHQBmsysNG2R1fNi+/YjDsoljbY04DGQV9xQGs9k1u1NIdFRMoewpt2az2rh8IBEAH3XvEBH5RyrwEBERERERERERERERQ5w9m8j+A6cxmUy0aVM3T89t0qQ6AJFRRx0RTRwsLS2DHTuOAdCiea1C2zcstBoA21XgUWSknk4mMzkDJ7MzXtV8jY4jIlKkqcBDREREREREREREREQMsX59VveORiGVCfD3ztNzw8OzCjy2bz+KzWazezZxrOgdx0hPz6RcuVJUqVK20PYND8sq8IiKjtHXTRGRtC8BAJ9apXBy0a1LEZF/oqukiIiIiIiIiIiIiIgYYu218Szt2tbP83Pr16uE2exKQsIVYmLi7R1NHCziL+NZTCZToe1bv34l3NxcuHDhMidOni+0feXmMpLSST19BQCfOhrPIiJyKyrwEBERERERERERERGRQnf5cirbr41XadeuXp6f7+bmQqOQKgDZ60jxYLPZWL8hq7inWbOahbq32exKwwaVAIjarq8bo10+kNW9w6OCF66+bganEREp+lTgISIiIiIiIiIiIiIihW7TpgNYLFaqVStHpUpl8rXGX8e0SPGxe/cJTpw4j7u7K21a1yn0/cPCrn3dRMUU+t7yJ2umlcuHLgHgU1fdO0REckMFHiIiIiIiIiIiIiIiUujWrtsLwB3t8j6e5brsAo+oo1itVrvkEsebO28bAJ06heDl5V7o+4eHVQMgOjoGm81W6PtLlivHkrCmWXD2csGzorfRcUREigUVeIiIiIiIiIiIiIiISKFKT89k8+aDALQrQIFHvboV8PRwIykplSNHztornjjQlZQ0Vq7aBUDf3k0NyVC/fiXc3Fw4f+EyJ09eMCSDwOX9WeNZfOv4Y3IyGZxGRKR4UIGHiIiIiIiIiIiIiIgUqsjII6SkplO2rC916wTnex0XF2caN66ateb2I3ZKJ460YsVOUlPTqVy5DI0aVTEkg9nsSoP6lYCs7i9S+NLOp5J27io4gU9tP6PjiIgUGyrwEBERERERERERERGRQnV9PEu7tvVwcirYrYrsMS3bdaO+OJh3bTxL3z5NMZmM69oQdm1MS5QKPAyRdCARAK+qvjh7uBgbRkSkGFGBh4iIiIiIiIiIiIiIFBqr1cr6DfuBgo1nue56gUf0jmNYLNYCryeOc/ToWfbsPYmzsxM9e4QZmiU8LOvrJioqBpvNZmiW240lzcKVI5cA8K3rb3AaEZHiRQUeIiIiIiIiIiIiIiJSaPbuPcWFC5fx8jITfq2LQkHUrhWMt7c7yclXOXjojB0SiqPMW5DVvaNN67oEBPgYmqVBg0q4ublw/sJlTp68YGiW203y4UvYLDZc/c2Yy3kYHUdEpFhRgYeIiIiIiIiIiIiIiBSa6+NZWreqg6trwUczODs7Edq4KqAxLUVZenomS5ZEAVnjWYxmNrvSoH4lALZrTEuhsdlsXN6fAGR17zByTI+ISHGkAg8RERERERERERERESk01ws87DGe5bomTWoAKvAoytav30diYgplyvjSokUto+MAEHatg0x0dIzBSW4fV2NTyEhKx+TqhHcNX6PjiIgUOyrwEBERERERERERERGRQnHseDwnTpzHxcWZVi1r223d8LDqAETvOEZmpsVu64r9zJufNZ6lV89wXFycDU6T5frXzfaoGGw2m8Fpbg9J17p3eNcohZNr0fg6EBEpTlTgISIiIiIiIiIiIiIihWLdun0ANG1SAy8vd7utW6NGIKVKeZKams6+/afttq7YR1xcIlsjDgPQp08Tg9P8qUGDSri6OnP+fBKnTl0wOk6Jl3klg5QTl4Gs8SwiIpJ3KvAQEREREREREREREZFC8ed4lnp2XdfJyYmw0KxxGxrTUvQsWBiJzWYjPLw6FSuUNjpONrPZlQYNKgFZXTzEsS4fTAQbuAd54uZvNjqOiEixZGiBx7hx4zCZTDk+goKCsh+32WyMGzeO4OBgPDw86NChA3v27MmxRlpaGo8//jhlypTBy8uLfv36cerUqcJ+KSIiIiIiIiIiIiJiJxkZmcTHXzI6htjZ+fNJ7NlzEoC2be1b4AEQHn5t3IYKPIoUq9XKgoWRAPTt09TgNDdqEl4DgEWLtmtMiwPZrDYuH8gaz+Kj7h0iIvlmeAePBg0aEBsbm/2xa9eu7Mfee+89PvzwQz799FMiIiIICgqia9euXL58Ofucp556itmzZ/PLL7+wfv16kpOT6dOnDxaLZuyJiIiIiIiIiIiIFCc2m41Vq3czdNhH3DngXbZsPWR0JLGj9Rv2A9CgfiXKlvG1+/rhYVkFHjt3HSc9PdPu60v+bIs8QlxcIt7e7nRo38DoODfo168Zbm4u7Nx1nIhth42OUyLZbDYubDmLJdWCs4czXpV9jI4kIlJsGV7g4eLiQlBQUPZH2bJlgayL/cSJE3n55ZcZMGAADRs2ZOrUqaSkpDB9+nQALl26xHfffccHH3xAly5dCAsL48cff2TXrl0sX77cyJclIiIiIiIiIiIiInlw4OAZHnv8W15+ZTpnYrPe5b1q1W6DU4k9rXPQeJbrqlUrh7+/F2lpGezZe9Ihe0jezZu3DYDu3UIxm10NTnOjsmV86d+vGQDffrdCXTwcIGnPRS7vz7qul24VhMnZZHAiEZHiy8XoAIcOHSI4OBiz2UyLFi2YMGEC1atXJyYmhri4OLp165Z9rtlspn379mzcuJGxY8cSGRlJRkZGjnOCg4Np2LAhGzdupHv37jfdMy0tjbS0tOw/JyUlAZCRkUFGRoaDXqmIXHf9+0zfbyKSV7p+iEh+6fohIgWha4iI5JeuH7lz8WIy3363goWLorDZbLi5udC8eU3Wr99PdHSM/v5KiJSUNLZFHgGgVavaDvu8hoVWY+Wq3WzbdoiGDSo6ZI/CUhKuIZcupbD2WmFPjx6hRfa1DL2nDX/MjWD37hNs2rSfZs1qGh2pxEg9kczFiHgASoWXxi3Yo8h+HZQkN7t+6O9dpGQwtMCjRYsW/PDDD9SuXZuzZ8/y5ptv0rp1a/bs2UNcXBwAgYGBOZ4TGBjI8ePHAYiLi8PNzQ1/f/8bzrn+/Jt5++23GT9+/A3Hly5diqenZ0Fflojk0rJly4yOICLFlK4fIpJfun6ISEHoGiIi+aXrx81lZlrZFhnHps2nSU+3AlCvXmk63FEJNzdn1q+HEyfP89tvf+DlVfTe9S95s//ABTIyLAT4u7Nn91b27nHMO/hdXZIBWL4iknJlUx2yR2ErzteQbZFxZGRYCCznyeFDURw+FGV0pL/VKKQM2yLj+PCj2YwYXh+TSV0mCsoj050aSRVxwonz5kR2xhyEY0anur389fqRkpJiYBIRsRdDCzx69uyZ/f9DQkJo1aoVNWrUYOrUqbRs2RLghv+A2my2W/5H9VbnvPjiizzzzDPZf05KSqJSpUp069YNX1/7z/0TkZwyMjJYtmwZXbt2xdVVv5yLSO7p+iEi+aXrh4gUhK4hIpJfun7cnM1mY926fXzx1VLOnMlq2V+3bgUef7QHDRtWzj5v/oJTHDl6lrLlatKhfQOj4oqdRG7/HYBu3ZrQu3e3W5ydfyEh51mybBJxcSl07ty1SI4Eya3ifg2x2Wz8+vvnAAwd2pFevZobnOiftWh5maHDPuZMbDJlytamRfNaRkcq1jKTM4hffAorFtyDPWncoQahTiqaKSw3u35cn2ggIsWb4SNa/srLy4uQkBAOHTrEnXfeCWR16Shfvnz2OfHx8dldPYKCgkhPTychISFHF4/4+Hhat279t/uYzWbMZvMNx11dXYvlD0kixZW+50Qkv3T9EJH80vVDRApC1xARyS9dP/506FAsH38yn+1RMQCUKe3Dvx7uTvfuoTg5OeU4NyysGkeOnmXX7pN07RJqQFqxl8xMC5u3HAKgY4eGDv1+qFYtiDJlfDl/Pon9B2Jp2qSGw/YqLMX1GrJ370liYuJxc3OhZ4/wIv8aggIDuOvOFvwyYz1TpqymTet66uKRT5Y0CxdWxWK9asEtwExgp4o4uTobHeu29NfrR1H/HhSR3HG69SmFJy0tjX379lG+fHmqVatGUFBQjtZB6enprFmzJrt4o0mTJri6uuY4JzY2lt27d/9jgYeIiIiIiIiIiIiIFB6LxcoHH85lzH2fsj0qBjc3F8aM7sgvPz9Dz57hNxR3AIQ2rgbAjuhjhZxW7C0qKobk5KsEBHhTv34lh+5lMpkID68OwPbtRx26l/yzefO3AdChQ0N8fDwMTpM7I4a3w2x2Ze++U2zafNDoOMWSzWIjftUpMi6l4+zpQmCXSiruEBGxI0MLPJ599lnWrFlDTEwMW7ZsYdCgQSQlJTF69GhMJhNPPfUUEyZMYPbs2ezevZsxY8bg6enJsGHDAChVqhT3338///73v1mxYgVRUVGMGDGCkJAQunTpYuRLExEREREREREREZFrli3fwcxZm7HZbHTuHMLP05/moQe74ul5Y6fl6xo3rgrA4SNxJCWlFlJScYS16/YC0KZNXZydHX9boum1Ao/I7UccvpfcXGpqOsuW7wSgX5+mBqfJvYAAHwbc1QKAb79bjs1mMzhR8WKz2Ti/MZarsSmYXJwI7FoJFy91jRARsSdDR7ScOnWKoUOHcv78ecqWLUvLli3ZvHkzVapUAeD5558nNTWVRx55hISEBFq0aMHSpUvx8fHJXuOjjz7CxcWFIUOGkJqaSufOnZkyZQrOzqoGFBERERERERERESkKZs7cDMB993bigftz9+a80qV9qFypDCdOnmfXruO0aVPXkRHFQWw2W3aBxx3t6hfKntc7eOzde4qUlLR/LCQSx1i5ahcpKWlUqBBAWFg1o+PkyfDhdzB7zhb27z/Nxo0HdO3Jg8QdF0g+fAlMUK5jBcwB7kZHEhEpcQzt4PHLL79w5swZ0tPTOX36NDNnzqR+/T9/wDOZTIwbN47Y2FiuXr3KmjVraNiwYY413N3dmTRpEhcuXCAlJYV58+ZRqZJjW7yJiIiIiIiIiIiISO7s3XeKPXtP4urqzIABLfP03MahVQGI3hHjgGRSGPYfOM25c0l4eLjRtEmNQtkzODiAoCA/LBYrO3cdL5Q9Jaf518az9OndFJPJZHCavAnw92bgtWvVd9+vUBePXEo+conEqHMAlG4ZhGdFb4MTiYiUTIYWeIiIiIiIiIiIiIhIyTZrVlb3jk6dQgjwz9sNv9DGWe/8j44+Zu9YUkjWrdsHQIsWtTCbC29Uw/UuHtu3Hy20PSXL8RPn2LHzOE5OJnr1Cjc6Tr4MG9oODw839h84zYYN+42OU+RdjUvh3PpYAEo1DMC3rr/BiURESi4VeIiIiIiIiIiIiIiIQyQkJLN8xU4ABg9slefnh17r4LH/wGlSUtLsGU0KSWGPZ7muSZgKPIxyvXtHq5Z1KFvG1+A0+eOvLh65lnEpjbMrT4HVhmcVH/ybljM6kohIiaYCDxERERERERERERFxiHnzI0lPz6RevYrUr5/30drlg/wJDMwatbFnz0kHJBRHOnX6AkePnsXZ2YnWreoW6t7XO3jsP3Ca5OSrhbr37Swz08LCRdsB6NOnqcFpCuZ6F48DB8+wbv0+o+MUSRnJGcQtO4k1zYK5rDtl7wgudiN5RESKGxV4iIiIiIiIiIiIiIjdZWZamD07azzLoGvvhM+P6108onfE2COWFKLr41lCQ6vi6+tRqHsHBvpRsWJprFYbO3YcK9S9b2cbNh4gIeEKAQHetGldx+g4BeLn58Wga52H1MUjJ5vVRuKuC5yefYTMyxm4eLsS2LkSTi667Sgi4mi60oqIiIiIiIiIiIiI3W3YsJ+z8Zfw8/OkU6eQfK8T2rgaANHRx+yUTAqLUeNZrgu/NqYlUmNaCs318Sw9e4Tj4uJscJqCGza0HZ4ebhw6FMvatXuNjlMkXD2bwum5MSRsi8eWacM90JOgHpVx9nAxOpqIyG1BBR4iIiIiIiIiIiIiYne/z9oEQL++zTCbXfO9zvUOHnv2niQ9PdMe0aQQJCQks2vXcQDatTWowOPamJbtUSrwKAx7955k0+YDAPTp08TgNPZRqpQngwa1BrK6eFitVoMTGceSZuH8hlhiFx4nIyENJ7MzZdqWJ6hnZVx93IyOJyJy21CBh4iIiIiIiIiIiIjYVUzMWSIjj+LkZOLO/i0KtFblSmXw9/ciPT2T/ftP2ymhONqiRVFYrTbq1A4mKMjPkAzhYVndXw4diiUpKcWQDCWdzWZjW+QRnnpmMg889AVWq42w0GpUqVzW6Gh2M2xoWzw9zRw+EpfdleZ2YrPZuHz4EqdmHeHywUQAvGuVouKA6vjU8sNkMhkbUETkNqMCDxERERERERERESk0V6+mExuXwL79pzh2PN7oOOIgM2dtBqBd23oFvrlvMpn+HNOyI6ag0aQQpKdn8suM9QAMHNjKsBxlyvhSpUpZbDYbUVH62rEni8XKylW7uP/Bz3niye/YuvUQTk4munZpxOuvDTE6nl35+noyZPD1Lh4rb6suHumX0ohbfILz685gvWrB1c+N8j2rULZtMM7uGskiImIEXX1FRERERERERESkwGw2G9ujjnLmTAIJCVdITMz5kXDtf9PSMrKfYzKZ+PKLsYQ0rGxgcrG35OSrLFocBdjv5n5oaFVWrd5NdPQxRo20y5LiQIsWR3H+wmXKlStF926NDc0SHlad48fPERl1lPbtGxiapSRIS8tg0eIofv55HSdPXQDAbHalT+8mDL2nLcHBAQYndIx77m7Db79v5MiROFav2UOnjiFGR3Ioa6aVSzsvkLjrAlhtmJxN+IWWoVSD0pic1bFDRMRIKvAQERERERERERGRAlu4aDtvTZiZq3Pd3FxwcXEmJSWN2bO3qMCjhFm0eDupqelUq1qOJuHV7bLm9Q4eO3cdJzPTgouLs13WFfuzWKz8NH0tAEPvaYurq7G3IZo0qc7sOVvYvv2ooTmKu+Tkq8yavYXfft/IhQuXAfDx8WDQwJYMGtgKf39vgxM61vUuHpOnrOL7ySvp0L4BTk4ls0l+auwVzm+IJfNyVkGmR0UvSrcMwtXHzeBkIiICKvAQERERERERERGRAkpNTeerr5cB0LBhZSpXKoOfn1f2h/9f/r+fvxeeHm7s3XuKB8d+wcpVu3j6qT74+HgY/CrEHqxWKzNnZo1nGTiwJSaTfd7pXb16ID7e7lxOvsrhw3HUrVvBLuuK/a1evZtTpy7g6+tB3z5NjY5DeFhWkdHRo2eJjUugfJC/wYmKl5SUNCZPWcnsOVtJSUkDILBcKe65py19+zTF09NscMLCc/eQtvz2+yaOHj3LqlW76dy5kdGR7C7jcjpnl53EZrHh7OlC6RaBeFbxsdu1XERECi5XBR7PPPNMnhd+5ZVXCAgoma24RERERERERERE5E+/zFjP+fNJlC/vz6efPICb263/2bF+/YpUrx7I0aNnWbZ8BwPualkIScXRIrYd4cTJ83h5menRPcxu6zo7O9GoUVU2bNxP9I4YFXgUUTabjWk/ZXXvGDyodZG4+e/n50XTJjXYFnmEOXO28q+HuxsdqVh5973ZLFu+E4Bq1coxYtgddO3a+LbsouPr68GQwa35fvJKfvp5XYks8Li45Sw2iw33QE8Cu1TEye32+zyLiBR1ueofNXHiRLZs2UJUVFSuPiZNmkRiYqKDo4uIiIiIiIiIiIjRLl68zE/XbuiOfahbroo7AEwmU/a7++fN2+awfFK4Zs7cBECvnuF2v7kfGloVgOjoY3ZdV+xna8RhDh48g7u7K4MGtjI6TraB17LMnRdBWlqGwWmKj+gdMSxbvhOTycSb/zeUaVOfoGfP8NuyuOO6AQNa4uRkYv/+05w6dcHoOHaVcjKZlJPJYILSrYNU3CEiUkTlekTL7NmzKVeuXK7O9fHxyXcgERERERERERERKT6++34lKanp1K1bgS6dQ/L03O7dQvns88UcOHiGg4fOULtWsINSSmE4c+YiGzYeALJugtpbaONqAOzYeQyr1YqTU67evyiFaNq01QD079ecUqU8Dc3yV21a1yEw0I+zZxNZsXIXvXqGGx2pyLNYrHw0cT4A/fo2pVPHvF3fS6oAf2+aNKlBRMRhlq/YyZjRHY2OZBfWTCsXtsQBUKpBAG5+xnffERGRm8vVT8CTJ0+mVKlSuV70q6++IjAwMN+hREREREREREREpOg7djyeufMiAHj80Z55vuHu5+dF+zvqAzB/vrp4FHez52zBZrPRvHktqlQua/f169QJxt3dlUuXUjh27Jzd15eC2b37BNujYnBxceaeu9sYHScHFxdn7rqzBQC//74Jm81mcKKib978bRw6FIu3tzsPPdjV6DhFStdro1mWr9hpcBL7SdpzkczLGTh7uOAXWsboOCIi8g9y9RvX6NGjMZtzX603bNgwvLy88h1KREREREREREREir4vvlyCxWKlbZu6hIVVz9cafa6NaVmyJFqjE4qxq1fTmXtt1M4gB3TvgKyb9A0bVAayRkdI0fLjtVFN3buFEhjoZ2yYm+jbpwlubi7sP3CavXtPGR2nSEtKSuXrb5YCcP99nfH39zY4UdHSvn0DXFycOXr0LEeOxhkdp8AykzNI3HEegIBm5XBy1WgWEZGiLF897BITE/n222958cUXuXjxIgDbt2/n9OnTdg0nIiIiIiIiIiIiRVP0jhjWrduHk5OJR/7VI9/rNGtag8BAPy4nX2XNmj12TCiFafnynVy+nEr58v60alXHYfuEhlYFIDr6mMP2kLyLiTnL2nV7MZlMDB/Wzug4N+Xv702Xa50Xfp+1yeA0Rdv3k1eQmJhCtarlGOiggq3izMfHg5YtawOwYsUug9MU3IWtZ7FZbLgHeuJV3dfoOCIicgt5LvDYuXMntWvX5t133+X9998nMTERgNmzZ/Piiy/aO5+IiIiIiIiIiIgUMTabjc8+WwxA3z5NqVq1XL7XcnJyok/vJgDMW6AxLcWRzWbjt5lZN8wH3NUCZ+d8va8wV0IbVwMgescxjdkoQn6avg6AO9rVK9D1wNEGDswqVli5chcXL142OE3RFBNzlpmzNgPw5JO9cXFRN4ebuV4stGz5jmJ9LUo9nUzK8ctggtItAzGZTEZHEhGRW8jzT9rPPPMMY8aM4dChQ7i7u2cf79mzJ2vXrrVrOBERERERERERESl6Vq7cxZ69J/HwcOOB+7sUeL3evZpgMpmIjDzKqdMX7JBQCtOuXSc4dCgWNzcX+l4bueMoDRpUwsXFmfPnkzh95qJD95LciYtLZMnSaABGjmhvbJhbqFe3Ig0aVCIjw5I9Ukj+ZLPZmPjJAiwWK+3a1aN5s1pGRyqy2rapi9nsyunTF9l/oHh2t7dZbFzYchYA33r+uAW43+IZIiJSFOS5wCMiIoKxY8fecLxChQrExRX/WWMiIiIiIiIiIiLy99LTM/niq6UADBvajtKlfQq8ZlCQH82a1QRgwYLIAq8nhev3a907uncLxdfX06F7mc2u1K9XEdCYlqLi51/WYbFYadKkOvXrVzI6zi0NGtgKgNlztpCZaTE4TdGybv0+IiIO4+rqzOOP9TI6TpHm6WmmbZu6QNaIquLo0t6LZFxKx8ndGb/QskbHERGRXMpzgYe7uztJSUk3HD9w4ABly+o/ACIiIiIiIiIiIiXZ7DlbOHPmIqVL+zD0nrZ2W7fftc4PCxdt103XYuT8+SRWrd4NwIABLQtlz9DQqgBE74gplP3k7yUmXsnuhFHUu3dc17FDQ/z9vTh3Lom16/YaHafISEvL4JNJCwEYek9bKlYobXCiou/6mJYVK3dhtVoNTpM3mVcySIw+B0BA03I4mzWKR0SkuMhzgUf//v154403yMjIAMBkMnHixAleeOEFBg4caPeAIiIiIiIiIiIiUjRcvpzK5CkrAXjg/i54eprttnbbtvUoVcqTc+eS2LL1kN3WFcf6Y24EFouVRiFVqFM7uFD2DG1cDYAdO44Vyn7y936fuYm0tAzq1qlAs6Y1jY6TK25uLvTv1xyAmTM3G5ym6Jjx6wbOnLlImTK+jBrZweg4xULLlrXx9DQTH3+JXbtOFPr+iTvOc/nwJWxWW56fezEiHlumDXNZD7xrlnJAOhERcZQ8F3i8//77nDt3jnLlypGamkr79u2pWbMmPj4+vPXWW47IKCIiIiIiIiIiIkXAD9NWk5SUSrWq5ejdK9yua7u5udCjexgA8+dvs+va4hgZGZnM+WMrAAMHFk73DoCQkMo4OZk4ffoi585dKrR9JacrKWn89nvWeJ4RI+7AZDIZnCj37uzfHGdnJ6KiYzhyRKPnz527xNQfVgPwyL+627V4ryQzm11pf0d9AJavKNwxLZlXMkiIPs/5dWc4NfMISfsTsFly10UkNfYKV2KyOvWXbhVUrL53RUQkHwUevr6+rF+/npkzZ/LOO+/w2GOPsXDhQtasWYOXl5cjMoqIiIiIiIiIiIjBYuMSsm/mPvKvHri42L+de58+TQBYv2E/Fy9etvv6Yl/r1u3jwoXLlC7tQ4f2DQptXy8vd2rXyuoWEq0uHoaZOzeCy5dTqVSxNO3vKLzPvz2UK1eKO9pl3ZifOUtdPD7/cgmpqek0bFiZ7t1CjY5TrHTt0hiAlat22WW8mCWXRRpObk74h5XByd2ZzOQMLmyK4+TvR7i05yLWjL9fw2a1cWHzWQB86vphLu1e4MwiIlK48lzgcV2nTp149tlnef755+nSpYs9M4mIiIiIiIiIiEgR8/U3y0hPzyQ8rBqtW9dxyB41qgfRoH4lLBYrixZHOWQPsZ8ly6IB6N0rHFdXl0Ldu3FoVQCio48V6r6SJT09k59/WQ/A8OF34Oyc71sNhhl0revM4iVRXL6canAa4+zafYIlS6IxmUw8/VQfdXPIo6ZNa1CqlCcJCVeIioop0Frbtx9l5OiP2bTpwC3PdXJ1xq9RGSoNrklA80CcPV2wpGRycetZTv52mMSd57Gm31hwkrQvgYzENJzMzviHlytQXhERMUaef+p+4403/vHx1157Ld9hREREREREREREpOg5cOA0S5ZEA/DYo70cegOwT5+m7Nl7knnztzFsaDvdbCyikpOvsnnzQQC6dG5U6PuHNq7GjBkbiN5RsBuqkj9LlkZz/nwSZcr4Zo9WKm5CQ6tRo0YQR47EsXDRdu4e0sboSIXOarXy0cR5QFahVr26FQ1OVPy4uDjTsUND5vyxleUrdtKsWc18rWO1Wvnk04UcO3aO9Rv206pV7gopnVycKNUgAN+6flw+fIlLOy+QmZxBQuQ5Lu26gG+9AHzr++Ps7kJmSiYJUecA8G9SFmez/TtxiYiI4+W5wGP27Nk5/pyRkUFMTAwuLi7UqFFDBR4iIiIiIiIiIiIliM1m49PPFwHQrWtj6tat4ND9unRpxCeTFnDixHl27TpBo0ZVHLqf5M+6dXvJyLBQpUpZatQIKvT9G1/7uoiJiScx8Qp+fhofXlgsFis//bQWgHvuboObW+F2b7EXk8nEwAEtee+/c5g5azODB7XCyan4dSIpiIULt7N//2m8vMw8PLab0XGKrS6dGzHnj62sXr2bfz/TL1/fE4uXRHPw4Bm8vMzcf3/nPD/f5OyEbx1/fGr5cSUmicQd58m4lE7ijvNc2nMBnzr+ZF7JwJZhxa2MOz61/fK8h4iIFA15/mklKioqx8fu3buJjY2lc+fOPP30047IKCIiIiIiIiIiIgbZtPkgkZFHcXV1ZuxDjr8B6OVpplPHEADmzo9w+H6SPytW7QKgc6cQQ7qs+Pl5Ua1a1niBHTuPF/r+t7O16/Zy4uR5fHw86N+/udFxCqR7t1C8vd05deoCW7YcMjpOoUpOvsoXXy0B4N4xnQgI8DE4UfHVuHFVypT24XLyVbZuzfvXUWpqOl9+tRSA0aM6EuDvne8sJicT3jVKUeGu6pTrWAG3ADO2TBtJey6ScuwyAGVaBqk7lohIMWaXclRfX1/eeOMNXn31VXssJyIiIiIiIiIiIkVAZqaFz6517xg0sBXly/sXyr59+zQFYOXKXVy5crVQ9pTcS0pKZevWw4Ax41muC21cDUBjWgqRzWZj2rQ1AAwa2BIvT7PBiQrGw8ON3r2bAPD7rM0Gpylck6esJCHhCpUrl2HwoFZGxynWnJ2d6NQpqzBx+YqdeX7+9J/Xcf58EuXL+9vtc2EymfCq6ktwv2oEdqmEuZwHAL71/DGX9bDLHiIiYgy79RtLTEzk0qVL9lpOREREREREREREDLZkaTQxMfH4+HgwelTHQts3JKQyVaqU5erVDJav2FVo+0rurF27h8xMCzVqBFG1ajnDcoSGVgVgR/QxwzLcbrZtO8L+A6cxm10ZNLBkFAUMvKslAJs3H+TUqQsGpykcx0+c49ffNgLw5OO9cXUtnmN2ipLrxW7r1u/j6tX0XD/v3LlL/DQ9a+TRo//qgdnsatdcJpMJz0relO9VhUpDahLQItCu64uISOHL83+1P/nkkxx/ttlsxMbGMm3aNHr06GG3YCIiIiIiIiIiImKsOX9sBWD4sDvw9S28d/yaTCb69m7Kp58vYt68CPr3a1Zoe8utLV/553gWI4U2rgrAwUNnuHLlKl5e7obmKemuXk3ny6+zxkj07dsU/wKMkShKKlYsTauWtdm0+SCzZm/hicd7GR3JoWw2G598sgCLxUrr1nVo1aqO0ZFKhAYNKlG+vD+xsQls3Hggu6PHrXz19TKuXs0gJKQyHTs2dFg+k8mEi5d9i0dERMQYeS7w+Oijj3L82cnJibJlyzJ69GhefPFFuwUTERERERERERER45w8eZ49e07i5GSid6/wQt+/R88wvvhqCXv3neLI0ThqVA8q9Axyo4SEZCIjjwDGjmcBKFu2FBUqBHD69EV27TpBy5a1Dc1TkqWlZfD8f6axb98pvLzMDLunndGR7GrgwFZs2nyQBQu28eADXfDwcDM6Ert3n2Dlql34eKfadd1ff9vIps0HcXFx5snHe9t17duZyWSiS+dGTPtxDctX7MxVgcf+/adZuGg7AE881huTyeTomCIiUgLkucAjJkbzDEVEREREREREREq6JUujAWjerBalS/sU+v4B/t60a1uP1Wv2MH9+JE8+oRuRRcGaNXuwWKzUqR1MxYqljY5DaONqnD59kegdMSrwcJC0tAyef2Ea2yKP4Onhxocf3EtQkJ/RseyqZYta2cVCS5ftMLRrUPSOGCZPWUVExGEAvLxc6dDxAtWqFrzIbWvEISZ9uhCAR/7VnUqVyhR4TfnT9QKPjZsO3LKrkM1my/5cdOvamAYNKhVWTBERKeacjA4gIiIiIiIiIiLFw+nTFxk3fgY/TFvDqVMXjI4jDmSz2Vi8OAqAHt1DDcvRp09TABYt3k56eqZhOeRP2eNZDO7ecV1oaFUAoqOPGZqjpEpPz+TFl34iIuIwHh5ufPD+GEIaVjY6lt05OTkxcEBLAGbO3ITNZivU/W02G5Hbj/DY49/wyKPfEBFxGGdnJ8qU8eHKlQz+/e8fiI+/VKA9Tp26wKuv/YLVaqNXz3DuHtLGTunlupo1g6hSpSzp6ZmsXbfvH89du24fUdExuLm58PDY7oWUUERESoJcdfAYMGBArhecNWtWvsOIiIiIiIiIiEjRZLVa+b83f2PnruPADr78agm1apanQ4cGdOzYkKpVyhkdUexo587jnIlNwNPDjTvuqG9YjhbNa1G2rC/nziWxbt3eIlNUcLu6cOEy0dFZHZ4752L8QGEIbVwNgL37TpGWloHZ7GpwopIjPT2Tl175ic1bDuLu7sr7/x1N48ZVjY7lML16NuHrb5Zx+Egc0TuOERZazeF72mw2tkYcZsqUlezYeRwAFxdnevcKZ+SI9jg7m7jvgUnEnU3kyae/5/NPH8Tf3zvP+1y5cpXnX/iBy5dTadCgEs8921/jQBzg+piW775fwfIVO+nZI+ym52VkZPLZ54sAGHpP2xLXEUdERBwrVx08SpUqlesPEREREREREREpeRYtjmLnruN4eLjRrGlNnJ2dOHQ4lm++Xc6w4RMZPnIi3363nCNH4gr9nc9if4uude/o0LEh7u5uhuVwdnaid68mAMxbEGlYDsmyavVurFYbDepXonx5f6PjABAc7E/Zsr5kZlrYs+ek0XFKjIyMTF557Wc2bjyA2ezKf98bVSgFD0by9fWge7dQIKuLhyPZbDY2bjrAQ2O/5OlnJrNj53FcXZ0ZOKAlv834N/95/i6CgwMICPDmniF1KVeuFMePn+Ppf08hOflqnvayWq2Mf+NXjh07R9myvrz91nAVQjlQ585ZxW9btx7i0qWUm54zc9ZmTp26QECANyNGtC/MeCIiUgLkqoPH5MmTHZ2Dt99+m5deeoknn3ySiRMnAlk/5IwfP56vv/6ahIQEWrRowWeffUaDBg2yn5eWlsazzz7Lzz//TGpqKp07d+bzzz+nYsWKDs8sIiIiIiIiInI7SEpK4bPPFwNw372dGD7sDi5dSmHdur2sWr2biG1HiImJJyZmJd9PXknlSmXo0KEhHTs2pHat8nqXcDGTlpbBylVZYzj+7t3Hhal3ryZMmbqKiIjDxMYlUD6oaBQW3I5WXBvP0qmIdO+ArHfMN25UleUrdhK9I4bw8OpGRzJcSkoaWyMO0bhR1Xx1e8jMtPDa67+wfv0+3Nxc+O+7I2kSXsMBSYuegQNa8sfcCNas3cvZs4kEBvrZdX2bzca69fuYMmUV+w+cBsDNzYW77mzBsGHtKFvG94bn+Pqa+fD9UTz2xPccPHiG556fykcf3pvr4ruvv1nO+g37cXNz4e0JIyhzkz3EfqpWKUetWuU5dCiWVat3c2f/5jkev3QphcmTVwLw0INd8fI0GxFTRESKsVx18HC0iIgIvv76axo1ytli8b333uPDDz/k008/JSIigqCgILp27crly5ezz3nqqaeYPXs2v/zyC+vXryc5OZk+ffpgsVgK+2WIiIiIiIiIiJRIX329lMTEK1SrWo67h7QBoFQpT/r0acoH749hwbyXePWVwbRtWw83NxdOnDzPD9NWc+99n/LQ2C+5kpJm7AuQPNmwcT/JyVcJLFeqSLxjv0KFAJo0qY7NZmOBungY5ty5S+y8NkKiU8eGBqfJKTS0KgA7dhw3NkgR8fEnC3jp5encOeBdxo2fQfSOmFx3VsrMtPD6uBmsWbsXNzcX3n1nJE2b1nRw4qKjZs3yhIdVw2Kx8v2UlXZdOzPTwuNPfMsLL/7I/gOncXd3ZdjQdsz87TmefKL3TYs7rqtUqQwTP7oXb293duw8zosv/UR6euYt91y+Yic/TFsNwIsvDKB+Pb0xtjB07dIYyPr7/1/fT17B5eSr1KgRlN2hSkREJC/yVeDx+++/M2TIEFq2bEl4eHiOj7xKTk5m+PDhfPPNN/j7/1l9b7PZmDhxIi+//DIDBgygYcOGTJ06lZSUFKZPnw7ApUuX+O677/jggw/o0qULYWFh/Pjjj+zatYvly5fn56WJiIiIiIiIiMhf7N13ijl/RADw7L/74eLifMM5Pj4e9OwRxnvvjGTBvJcY9/rddOjQADc3F/bsPcnMmZsLO7YUwOJr41m6dQvFyalIvD+Mvn2aATB/QSSZmXpjlxFWrtqNzWajUUgVu3c1KKjQxlmFSDt2HuPc+SSD0xgrLS0ju9NKRoaFpct28Mij3zBy9CfMnLmJK1f+frxHZqaFN/7vN1at3o2rqzNvvzWcFs1rFVb0ImPsQ90AWLAgkpiYs3Zbd84fW9keFYO7uyujRrZn5m/P8dijPSld2idXz69dK5gP/jsad3dXtmw9xLg3Zvzj9fDAgdO8NWEmAMOHtcsePyOO1/lal6OoqBjO/+WadPzEOWbN3gLAE4/1wtm5aPw3VkREipdcjWj5q08++YSXX36Z0aNH88cff3Dvvfdy5MgRIiIiePTRR/Mc4NFHH6V379506dKFN998M/t4TEwMcXFxdOvWLfuY2Wymffv2bNy4kbFjxxIZGUlGRkaOc4KDg2nYsCEbN26ke/fuN90zLS2NtLQ/3zmSlJT1H9iMjAwyMjLy/BpEJG+uf5/p+01E8krXDxHJL10/RKQgbudriMVi5b/vz8Fms9G1ayMaNqx0y78HNzdnOnaoT8cO9VmydAcT3p7Fz7+s487+TfHwyF07eTFOYuIVNm0+CECXzg2LzNd969a1KFXKk/j4S6xdt4d2besZHSlXStL1Y9nyHQB06FC/yL2eihX9adigErv3nGTy5BU8/VQfoyMZZt26vaSkpFGuXCn+7427mTt3G8tX7OLo0bN88NE8Pv9iCV26hNCvXzNq1yqf/TyLxcqEt2exfMUuXFyceWP83TRtWr3Ifa4LQ926wbRtW5f16/fz+ReLmfDWsAKvmZx8le++XwHAvx7ulj2241Z/v/97DalbN5i33hzKCy/+xOrVe5jwzkz+81z/G4rxLl5M5j8v/khaWgYtWtTi/vs63ZafS6OUKeNNgwaV2LPnJMuW72DQwJYAfPrpQiwWK61a1iY0tIo+J+JQN/sZRF9zIiVDngs8Pv/8c77++muGDh3K1KlTef7556levTqvvfYaFy9ezNNav/zyC5GRkWzbtu2Gx+Li4gAIDAzMcTwwMJDjx49nn+Pm5paj88f1c64//2befvttxo8ff8PxpUuX4unpmafXICL5t2zZMqMjiEgxpeuHiOSXrh8iUhC34zUkKvosBw6cwWx2pnZNZxYuXJin51utNvz8zCQmpvDue9No3qz8rZ8khorcHofFYiUo0Iu9e7exd6/Rif5Ut04ptmxN4dtvF3I5KcboOHlS3K8fly6lsXfvKQAsmXF5vhYUhpAQb3bvgbnzthFYLh0/P3ejIxlizh+HAKhaxZOjR3bQsIErNWs0Ys/e80RFn+XChavMmx/JvPmRlC/vRVhoIHVqB7B02TH27D2Pk5OJfn2qk5hwhIULjxj8aoxTt7YbGzbAho0H+PrrGVSsmLsuG39nzdqTXLqUQkCAO85O8Xn+Hvrfa0ifXtWZM/cQixdHc+5cHJ07VsZkMgFZxTo/z9hHfHwyAQHutGzuy5IliwuUX/IuKNCJPXtg5qx1eHpc5PjxS2zYeACTCRrUdy+S11Epmf56/UhJSTEwiYjYS54LPE6cOEHr1q0B8PDw4PLlywCMHDmSli1b8umnn+ZqnZMnT/Lkk0+ydOlS3N3//oft6z+UXGez2W449r9udc6LL77IM888k/3npKQkKlWqRLdu3fD1/fs5dyJiHxkZGSxbtoyuXbvi6upqdBwRKUZ0/RCR/NL1Q0QK4na9hiQkJPPZF5MAeHhsdwbc1SJf65hMQbz3/lx27LjIiy+Mwmy+ff4Oi6M/5n0NwODBd9CrV0uD0+QUFpbA0OEfc+x4EiEhzalUqYzRkW6ppFw/fv5lPQChoVUZMuROY8P8gyNHprE14jBHj9l45aVeRscpdCkpaXz0cSQADz7Qj9q1g7MfGzAg69/Nd+48zpy5Eaxdu4/Y2CvExh5l+fITpGdk4uzkxLjXB3PHHfWNeglFytl4V+bNjyRqRxIPPjjklvcl/k78uUt89PEnADzz9J156kD0d9eQXr2gbr1o3n5nNpGRcTRsUIf77u2EzWbj/Q/mcfp0Mt5e7nz80YNUrlz0r5UlUYsWl1m56gPOnEkmNLQlM2fNAODOO5szcmRvg9PJ7eBm14/rEw1EpHjLc4FHUFAQFy5coEqVKlSpUoXNmzfTuHFjYmJisNlsuV4nMjKS+Ph4mjRpkn3MYrGwdu1aPv30Uw4cOABkdekoX/7Pd3fEx8dnd/UICgoiPT2dhISEHF084uPjs4tQbsZsNmM2m2847urqWqx/0RIpbvQ9JyL5peuHiOSXrh8iUhC32zXk629XkJx8ldq1gxk0sHW+58T37t2UqdPWcvZsIosWRzN40N//m40Y69jxePbvP42zsxPdu4cVua/3ypXL0bpVHTZs3M+8Bdt58vHic4OsuF8/Vq/OauXStUvjIv06Hh7bna0Rh1m+fBejRnagRvUgoyMVqs1b9pCenkmliqWpX7/yTQsSmjatRdOmtbh48TLzF0Qy54+txMUl4uzsxPjX76ZTpxADkhdNDz7QlWXLd7J37yk2bjpIh/YN87XO5CmrSU/PpHGjKnTsEJKvQpGbXUP69mlGelomH3w0j6k/rMHX1ws3V2fmL4jEZDIxftzd1KihzllGCQoKICysGtu3H2X8G79z+Egc3t7uPHh/8S74k+Lnr9cPfe2JlAx5/s28U6dOzJs3D4D777+fp59+mq5du3L33Xdz11135Xqdzp07s2vXLqKjo7M/mjZtyvDhw4mOjqZ69eoEBQXlaB2Unp7OmjVrsos3mjRpgqura45zYmNj2b179z8WeIiIiIiIiIiIyN/bseMYCxduB+DZZ/rlu7gDwNXVhZEj7gDgx5/Wkp6eaZeMYn+LF0cD0LJFbQL8vY0N8zeud5JZuCCSq1fTDU5zezh16gL7D2QV/nRo38DoOP+obt0KdOzQEJvNxtffFO+xOPmxbPkOALp0aXTLIoKAAB9GjezAbzOe5eOP7uOrLx9Wccf/KFPGl3vubgvAl18uJTPTkuc1Dh2KZdGiKAAee7RXvruA/J2BA1sx9qFuAEz6dCEffTwfgEf/1YNWrerYdS/Juy6dGwGw/8BpAMaM7oifn5eRkUREpATI82/nX3/9NS+//DIADz/8MFOmTKFevXqMHz+eL774Itfr+Pj40LBhwxwfXl5elC5dmoYNG2IymXjqqaeYMGECs2fPZvfu3YwZMwZPT0+GDRsGQKlSpbj//vv597//zYoVK4iKimLEiBGEhITQpUuXvL40EREREREREZHbXmamhfc/nAtAv77NaNiwcoHX7N2rCWXK+HLuXBILF0YWeD2xP6vVypKl0QD06B5qaJZ/0qJFLYLL+3M5+SrLlu80Os5tYcXKXQCEh1fHv4gW/vzVgw90wcnJxLp1+9iz56TRcQpNUlIKW7YcAv68qZwbzs5ONGtWk/r1KjoqWrE2fFg7/Pw8OXHyPPPmb8vz8z/7YjE2m43OnUJo0KCSAxLCqJHtGT6sHQBWq43u3UMZOrStQ/aSvOnYoWF2kWxwcACDBrYyOJGIiJQEeR7R4uTkhJPTn3UhQ4YMYciQIXYNdd3zzz9PamoqjzzyCAkJCbRo0YKlS5fi4+OTfc5HH32Ei4sLQ4YMITU1lc6dOzNlyhScnZ0dkklEREREREREpCT7feYmjhyJo1QpT/71cHe7rGk2uzJi+B1M/Hg+P/y4hj59muLion+7KUqio49x9mwiXl5m2ratZ3Scv+Xk5MRdd7Xgs88XM3PWZvr0bmL3d8RLTitWZBXS5KVowEhVq5ajZ49wFiyM5MuvlzDp4weMjlQoVq/Zg8VipWaNIKpVCzQ6Tonh5eXOvWM68dHE+Xz3/Qq6dwvF0/PG8e83s2XrIbZuPYSLizMPj7XPf09vxmQy8ci/euDr68nZs4k8/pj9O4VI/pQq5UnHDg1ZsXIXTzzeCze3PN+SExGxC4vFQkZGhtExJJdcXV3/sdYhz/81qVatGiNGjGD48OHUrVu3QOH+1+rVq3P82WQyMW7cOMaNG/e3z3F3d2fSpElMmjTJrllERERERERERG43584n8e13KwD418PdKVXK025r9+/XjB+mrSYuLpHFi6Po06ep3daWglu8JGuEQKdOIZjNRXs+e+9eTfjm2+UcPHiGvXtPOexd8QLHjsdz+Egczs5OtL+jvtFxcu2++zqxdFk0kZFHiYg4TLNmNY2O5HB/Hc8i9nVn/+b8+ttGTp++yM+/rOf++zrf8jkWi5XPPlsEwMABLalQIcChGU0mEyNHtHfoHpI/L780kIfHdiM42LFfAyIiN2Oz2YiLiyMxMdHoKJJHfn5+BAUF3bRoM88FHo8//jg///wzb731FmFhYYwcOZK7776b8uXL2yWsiIiIiIiIiIgYY9KkhaSkpNGgQSX69G5i17XNZleG3dOOTz9fxNRpq+nRI0xdPIqItLQMVq7aDUCP7mEGp7k1Pz8vunRuxMJF25k5a7MKPBxo5bXxLM2b18LX134FX45WPsifO/s357ffN/Hl10tp2rRGie5ocP58Etu3xwDFp9NKceLq6sLDD3Xj1dd/YfrP67jrzuYEBPj843OWLI3m8JE4vL3dGTO6YyEllaLIbHZVcYeIGOZ6cUe5cuXw9PQs0T8PlRQ2m42UlBTi4+MBblqDkecCj2eeeYZnnnmGgwcP8tNPP/HFF1/w3HPP0bFjR0aMGMGoUaMKnlxERERERERERArVtm2HWb5iJ05OJp79d/8cI3rt5c47mzPtpzWcPn2R5St2FotigtvB2nV7SUlJo3x5fxo3qmJ0nFwZcFcLFi7azoqVO3ni8V74+XkZHalEWrEiq8Cjc6cQg5Pk3ehRHZi/IJJ9+06xdu1e2rdvYHQkh1m1ejc2m40G9SvpRrKDdOoUwvRf1rNv3ym+n7ySZ//d/2/PTUvL4OtvlgEwamQHu3bDEhERyS2LxZJd3FG6dGmj40geeHh4ABAfH0+5cuVuGNeS79/Ua9euzfjx4zlw4ADr1q3j3Llz3HvvvQVLKyIiIiIiIiIihS49PZP3P5wLwIABLalTO9gh+3h6mrnn7rYATP1hNRaL1SH7SN4sXhINQPduoQ4p7HGEevUqUrdOBTIyLMxfEGl0nBLpyNE4Yo7F4+rqzB3tis94lusCAnwYMrg1AF9/s6xEX2+WLd8JaDyLI5lMJh79Vw8A/pgbwcmT5//23Bm/biA+/hKBgX4MHtSqsCKKiIjkkJGRAYCnpwoNi6Prn7frn8e/KtBvbFu3buWpp57irrvu4sCBAwwaNKggy4mIiIiIiIiIiAF+mbGeEyfOExDgzUMPdHXoXoMGtsTH253jx8+xevVuh+4lt3bx4mW2bj0EFI/xLNeZTCYG3NUCgDlztpTom/dGud69o0WL2nh7uxucJn+GDW2Hj48HMcfiWbo02ug4DhEbm8Du3ScwmUx0KoadVoqT8PDqtGpVB4vFypdfLb3pOQkJyfwwbQ0AYx/qitnsWpgRRUREbqCxLMXTP33e8lzgcfDgQV5//XVq1apFmzZt2Lt3L++88w5nz55lxowZBQoqIiIiIiIiIiKFKzYugclTVgHw2KM9HX4j18vLncHX3lU/5YfVWK26MW+kZct3YrFYaVC/EpUrlzE6Tp506dIIHx8PzsQmsHnLQaPjlCg2m40VK651hSjGRQM+Ph6MHNEegG+/X0FGRqbBiexvxcqsQpyw0KqULeNrcJqS75GHu2MymVi1ejd79py84fHJU1aSkpJGndrBdOva2ICEIiIiUtLlucCjbt26LFq0iEcffZSTJ0+ydOlSRo8ejY+PjyPyiYiIiIiIiIiIA3311VLS0jIIC61G926hhbLnkMFt8PQ0c+RIHOvW7SuUPeXmFi2OAqBH91Bjg+SDu7sbvXs1AWDW7C0GpylZDh6K5eSpC7i5udCmbT2j4xTIoIEtKVPah9jYBObOjTA6jt0tW74DgC6dNZ6lMNSoEUTPnlndjj77YhE2my37sRMnzjN7zlYAHn20Z7EZeSUiIlLSVK1alYkTJxodw2Hy/BPG/v37s0ezBAUFOSKTiIiIiIiIiIgUgvj4S9nv/n7i8V6F1r7X19eDQQNbATB56qocN8ik8Bw9epaDB8/g4uJM52J6c/iuO5sDsHnzQU6fvmhwmpLjeveO1q3r4OVpNjhNwbi7uzFmTEcg63qTmppucCL7OXY8nkOHYnF2dqJDh4ZGx7ltPHh/F9zcXIiOPsbGjQeyj3/59RIsFiutWtWhaZMaBiYUERGRkizPBR61a9d2RA4RERERERERESlkM2dtxmKxEhZajTp1KhTq3vfc3QYPDzcOHjzDxk0Hbv0EsbvFS7K6d7RqVRs/Py+D0+RPpUplaN68FjabjTl/bDU6Tolgs9myC7+6dCqehT//q2+fpgSX9+fixWR++32T0XHsZsWKrM9T82Y1i+33cHEUGOjH4EFZo8Y+/3IxFouVXbuOs3r1HpycTDzyr+4GJxQREZGSLFcFHgEBAZw/fz7Xi1auXJnjx4/nO5SIiIiIiIiIiDjW1avp/DE364b4kCFtCn1/Pz8v7rqzBQBTpqiLR2GzWKwsWRoNQI/uYcaGKaCBA1oCMH/BNtLSMgxOU/zt23+a2NgEPDzcaN26jtFx7MLV1YUHHugCwE8/rSEpKdXgRAVns9lYfq3TisazFL6RI9rj4+NBTEw8CxdtZ9JniwDo3asJNaqr87mIiEh+ffXVV1SoUAGr1ZrjeL9+/Rg9ejRHjhyhf//+BAYG4u3tTbNmzVi+fPnfrnfs2DFMJhPR0dHZxxITEzGZTKxevTr72N69e+nVqxfe3t4EBgYycuTIPNVHFCaX3JyUmJjIokWLKFWqVK4WvXDhAhaLpUDBRERERERERKTwbYs8woULl+nSuRHOzpodX5ItXhJNUlIqweX9adumriEZht7Tlt9nbmLP3pNEbDtM82a1DMlxO4qKOsq5c0n4eLvTprUxn397ad2qDoGBfpw9m8jKlbvo2TPc6EjF2vXxLG1a18Xd3c3gNPbTtUtjpv24hpiYeKb/vJaHxxbvLguHDsdy/Pg53NxcuOOO+kbHue34+nowelQHPv1sER9+NI+0tAzc3V2zC4lERESKIpvNxtWrhV8Q7e7umutxoIMHD+aJJ55g1apVdO7cGYCEhASWLFnCvHnzSE5OplevXrz55pu4u7szdepU+vbty4EDB6hcuXK+8sXGxtK+fXsefPBBPvzwQ1JTU/nPf/7DkCFDWLlyZb7WdKRcFXgAjB492pE5RERERERERMRgcXGJPP3MZCwWK3PmbOHVVwYTHBxgdCxxAJvNxq+/bQBg0KBWhhXzlC7tQ/9+zfjt901MnrJKBR6FaNHirPEsnTs3ws0t1/9EWCQ5OztxZ//mfPX1UmbN3nJbFHgcPhzLuvX76NUznMBAP7utu3nLQRYu2g5kfW2UJM7OTox9qBsvvPgjv/62kcGDWlO6tI/RsfJt+fKsQpzWrerg5eVucJrb08ABLfl95ibi4hKBrKLFsmV8jQ0lIiLyD65ezaBz13GFvu+KZePw8Mhd4XBAQAA9evRg+vTp2QUev/32GwEBAXTu3BlnZ2caN26cff6bb77J7NmzmTt3Lo899li+8n3xxReEh4czYcKE7GPff/89lSpV4uDBg9SuXTtf6zpKrn57t1qtef6oXr26o7OLiIiIiIiIiB39NH0tFktWG9QdO48zavQnzF8QqdEZJdDWiMMcO3YOTw83+vRuamiWEcPvwNXVmR07jhEVddTQLLeL1NR0Vq/ZA0DPHsV7PMt1ffs0wcXFmT17T7J//2mj4zhURkYm/3nxR775djn3DPuIb79bztWr6QVa82JCMuPGz+CZf0/h0qUUqlUtR8sWJa/gql3bejSoX4mrVzOY+sMqo+Owf/9pJn48n2PH4vP0PI1nKRrMZlceerArAP7+XgwbdofBiUREREqG4cOHM3PmTNLS0gD46aefuOeee3B2dubKlSs8//zz1K9fHz8/P7y9vdm/fz8nTpzI936RkZGsWrUKb2/v7I+6dbO6HB45csQur8meind5voiIiIiIiIjYxfnzScybvw2Al18ayPz529ix8zgT3p7J+vX7+M/zd+Lv721wSrGXX3/bCEDv3k3w9jb2nd9ly5aiT++mzJ6zhe+nrGRSmN405Ghr1+0lNTWdChUCaNgwf22Mi5qAAB86dWzI0mU7mD1nCy++MMDoSA6zaHEUsbEJODmZSEvL4PvJK5m/IJJ/Pdydbl0b57r9NWQVCixctJ1Jny4kKSkVJycTgwe35sH7u2A2uzrwVRjDZDIxdmw3nnjyO+b8EcHQoe0oH+RvSJZt2w7znxd/JDU1nbnzInjm6X707hWeq8/f7j0niYtLxNPDjdat6xRCWvk73buF4uzsRPXqgXh5mo2OIyIi8o/c3V1ZsWycIfvmRd++fbFarSxYsIBmzZqxbt06PvzwQwCee+45lixZwvvvv0/NmjXx8PBg0KBBpKffvODZySmr38Vf37iSkZFzTI3VaqVv3768++67Nzy/fPnyecpeGFTgISIiIiIiIiL8/Mt60tMzCQmpTK+e4fToHsb0n9fxzbfLWbtuL7t2H+elFwbSpk1do6NKAR0/cY5Nmw5gMpkYPKi10XEAGDHiDubOiyAy8ii7dh0nJKSK0ZEMN39BJJs3H6Bli9q0a1efUqU87bKu1Wpl4cKsERw9uoflqRigqBtwV0uWLtvB0mU7ePSRnvj6ehgdye4yMjKZMjWr88Tjj/WibFlfPvt8MbGxCYx/41d+n7mJp57oQ4MGlW651qlTF3j3v7OJjMzqnFOrVnle+M9d1Ktb0aGvwWhNm9SgSZPqREYeZdq0NTz/3J2FnmHtur28+trPZGRYKFXKk0uXUpjw9ky2RR7huWf737JQYPnyHQC0bVcfd/fctTsXxzCZTHTt0vjWJ4qIiBQBJpMp16NSjOTh4cGAAQP46aefOHz4MLVr16ZJkyYArFu3jjFjxnDXXXcBkJyczLFjx/52rbJlywIQGxtLWFhW98Lo6Ogc54SHhzNz5kyqVq2Ki0vRL58wZsCqiIiIiIiIiBQZiYlXmPPHVgDGjOqIyWTC2dmJkSPa8+03/6JatXIkJFzhuf/8wLvvzSYlJc3gxFIQv13r3tGmdR0qVixtcJos5YP86dUzHIDJU4wfm2C0pKRU3v/gD1au2s2Ed2bRp98Ennz6e+bM2cLFhOQ8r3clJY01a/Yw4e2Z9LvzHSK2HQage/dQOyc3VkhIZWrWCCItLYOFiyKNjuMQCxdFEReXSOnSPtzZvzmdOoYw/cenGPtQNzw83Niz5yQPjv2C8f/3K+fOXbrpGpmZFn6YtpoRoz4mMvIoZrMrjz7Sg+++eaTEF3dcd/99WfPc5y+IJDYuoVD3XrwkipdfmU5GhoX2d9Rnzqz/MPahbjg7O7F0aTT33vcpBw78/Zghi8XKylW7Aeiq8SwiIiJSQg0fPpwFCxbw/fffM2LEiOzjNWvWZNasWURHR7Njxw6GDRuG1Wr923U8PDxo2bIl77zzDnv37mXt2rW88sorOc559NFHuXjxIkOHDmXr1q0cPXqUpUuXct9992GxWBz2GvNLBR4iIiIiIiIit7lff9tIamo6dWoH07Jl7RyP1a4VzPffPso9d7cF4I+5EYy+dxK7dud/vq0YJykplYWLsro3DBnSxuA0OY0c2R4nJxObtxxk//6/v7l5O1i0eDvp6ZkElitFrZrlsVisREQc5r33/6Bf/7d57PFvmDlzE+fOJ/3tGqdOX+DX3zby5NPf07PXm7z48k/MXxDJxYvJeHq48dCDXalYoWgU+NiLyWRiwF0tAJg9e8s//kNvcfTX7h0jht+RPULFbHZl9KgOzPj5GXr1yiqUWrIkmruHfsj3k1dw9eqf7ar37DnJvfd/xpdfLSU9PZNmzWry4w9PMnzYHbi4OBf+izJIaONqNGlSncxMC9OmrSm0fWfO2swb//cbFouVnj3C+L83hmZ//j795AECy5Xi1KkLPPTwl/z628YcrcSvi4qO4cKFy/j4eNC8ec1Cyy4iIiJSmDp16kRAQAAHDhxg2LBh2cc/+ugj/P39ad26NX379qV79+6Eh4f/41rff/89GRkZNG3alCeffJI333wzx+PBwcFs2LABi8VC9+7dadiwIU8++SSlSpXKHvFSlBT9HiMiIiIiIiIi4jDJyVf5feYmAEaP7nDTcQ1msytPPN6L1q3r8NZbv3P69EX+9chXjBrZgfvu7XRb3RQs7ubP38bVqxnUqBFEk/DqRsfJoWKF0nTt2pglS6L5YdpqJrw13OhIhrDZbPwxN6ujzogR7Rk4oCWnTl1g1erdrFq9m/37T7M9KobtUTF8OHE+IQ0r07FjQ9q1rcfZs4ls2HiADRv3c/z4uRzrVqgQQNs29WjTug6NG1fF1bVk/rNgt26hfPbFYk6eusC2yCM0b1bL6Eh2s2Dhds6eTaTMte4d/6tMGV9eeWkQAwe05OOPF7Bz13G+/W4F8+Zt46GHurFv/ylmztyMzWbDz8+TJ5/oQ7eujUvUmJ68uO/ezkRGHmX+gkhGjexAUJCfQ/f7YdoavvxqCQCDBrbkqSf75Lhh0LhxVaZOeZwJb89i7bq9TPx4Ptsij/DyiwNzjGhavnwnAB06NCix38ciIiIizs7OnDlz5objVatWZeXKlTmOPfroozn+/L8jW+rVq8emTZtyHPvfQtpatWoxa9asAiQuPHn+CdDZ2ZnY2FjKlSuX4/iFCxcoV65ckWxTIiIiIiIiIiI3N3PWZpKTr1KtajnuaFf/H89t2qQGP0x9gg8nzmPJkmimTF3F5s0HeeONe0pcJ4CSKDPTwm/XinnuHty6SN7UHTWiPUuWRLN6zR6OHj1L9eqBRkcqdDt3HufYsXO4u7vSvVsoABUrlmbkiPaMHNGe2NgEVq3ezeo1e9i9+wQ7dx1n567jfPzJghzrODs70bhxVVq3qkObNnWpXKlMkfyc25unp5mePcP5/fdNzJy1ucQUeGRkZDL1h9VAVuHP9e4dN1OvbkW++PwhVqzcxWefL+bs2UT+783fsh/v1TOcxx7tiZ+fl6NjF2lhoVldPCIjjzLtx9U89+ydDtnHZrPxxZdL+PGntQCMHtWBhx7setPvR19fT96eMJyZszYz6dOFrF+/j9H3TmL863fTuHFVMjIyWb1G41lEREREbmd57ilys7ZwAGlpabi5uRU4kIiIiIiIiIgUjtTUdH6ZsR6AUaM65Kr1qI+PB6+/OoT/G38PPj4e7D9wmuf/8wNpaRmOjisFtHbdXs6eTcTPz5OuXRsbHeemqlULpEOHBgD8MG21oVmMMuda944unRvh7e1+w+Ply/szbGg7vv7yYebM+g9PPdmHxo2rYjKZKFXKkx7dw/i/8fewcP7LfPrJAwwb2o4qlcveFsUd1w24M2tMy/r1+zl46MZ3/RVHCxZEZnfv6N+v2S3PN5lMdOnciF+mP82DD3TB3d2VChUC+GTifbzy8qDbvrjjuvvu7QzAvPmRxMUl2n19q9XK+x/MzS7uePSRHox9qNs/fj+aTCYGDWzF11/9i0oVSxMff4lHH/+GyVNWsmXLIZKSUgkI8CYsrGh1YRIRERGRwpHrDh6ffPIJkPUD5rfffou3t3f2YxaLhbVr11K3bl37JxQRERERERERh/hj7lYuXUqhQoUAOncKydNzO3duREhIFe5/8HOOHTvH518s5umn+jooqdjDr79uBODO/i3+8d3/Rhs9qiOrV+9h+YqdPHB/FypWvH26w1y6lMKqVVnvzr/ZCI7/Va5cKYYMbs2Qwa1JTU3Hzc0FZ+eiNyO6sFWtWo7OnUJYsXIXEz+ez2eTHizWBS7p6X927xg58p+7d/wvs9mVe8d0YtjQdri4OOvr43+EhVYjPLw627cfZdqPa3ju2f52Wzsz08KbE2aydGk0JpOJ557tn6vv6+vq1A7m++8f44MP5rJ4SRTffLscd/esz32nTiH6XIqIiIjcpnL9U+BHH33ERx99hM1m48svv8z+80cffcSXX35JSkoKX375pSOzioiIiIiIiIidpKVlMH36OgBGjeyAi4tzntcoV64UL70wAIDfft/E1ohDds0o9rNv/yl27jqOi4szd93Vwug4/6hO7WBataqD1Wpj2o9rjI5TqBYt3k56eia1apWnXr2KeXquh4ebbvj+xaOP9MRsdiU6+hgrV+4yLMelSymkpBSsw9GChZGcjb9EmTK+9Ot76+4dN2M2u+rr42/cf28nAObN38bZs4l2WTMtLYOXX53O0qXRODs78fprQ/JU3HGdl6eZ114dzKsvD8LDw42rV7O+ljSeRUREROT2lesOHjExMQB07NiRWbNm4e/v77BQIiIiIiIiIuJYCxdt5/yFywSWK0WP7qH5XqdVqzrcdWcLZs/ZwptvzeTHH57A19fTfkHFLn79Lat7R+fOIZQt42twmlsbM7ojmzYdYNHiKO4d04mgID+jIzmczWbjj7kRQFb3juLccaIoCAryY8TwO/ju+xV8+tki2rSpi7u7Y8ZL22w2Ll5MJuZYPMeOxRMTE8/x4/HEHIsnIeEKAFfT/BkzulOeP69/7d4xKo/dOyR3wsKqEx5Wje1RMfwwreBdPFJS0njhxR/ZFnkENzcX3vq/YbRpU7DO1z17hlO/QSXeeWcWPj4eNGxYuUDriYiIiEjxlesCj+tWrVoFQHp6OjExMdSoUQMXlzwvIyIiIiIiIiIGycy0ZHdGGD78DlxdC/Z7/eOP9SQy8ggnTp7nv+//wRvj79HN6SLk3PkkVqzI6mBw9+A2BqfJnZCGlbPHJkz/eS3PPN3P6EgOF73jGMePn8PDw41uXRsbHadEGD6sHfMXRHL2bCI//rSWB+7vYpd19+47xa5dx4mJuVbQcSyey5dT//E533y7goSEKzz5RJ88ddKYv2Ab8fGXKFvWl759mhY0uvyN++7tzPaob5m/YBujRrYnMNAvX+tcSUnjqae/Z8+ek3h6uPHuuyNpEl7DLhmrVC7LF5+PtctaIiIiIlJ85bkvX2pqKvfffz+enp40aNCAEydOAPDEE0/wzjvv2D2giIiIiIiIiNjXkqXRxMUlEhDgbZcbhu7ubrz22hCcnZ1YsXIXS5ZGFzyk2M3s2VvIzLTQKKQKdetWMDpOro0Z3RGAufO2ceHCZYPTON4ff2wFoEuXRnh5uRucpmRwd3fj8Ud7AvDjT2uJjUso8Jrz5m/jgQc/5+NPFjB3XgQ7dx3n8uVUnJxMVKxYmrZt6zFyRHtefWUw33/7KIsWvkTnTlUA+H3mZl4f9wtpabkb2ZKenskP07KK8UaNUPcORwoPz+rikZFhyfdoqMxMC6+++jN79pzEx8eDTz6+327FHSIiIiIi1+W5wOOFF15gx44drF69Gnf3P3/Z7NKlCzNmzLBrOBERERERERGxL4vFyrRrNwyH3tPWbjcM69eryH33dgLggw/n2uVGqhRcWloGc/7YAsCQIa0NTpM3TcKr06BBJdLTM/llxnqj4zhUYuIVVq3eDWSNZxH76dixIWGh1UhPz+SzzxYVaK2Dh87wwYdzAWjWrCb3junI+HF388OUx1mxbBy//vJv3ntnJP96uDs9e4RRt24FPD3MNG0SxGuvDsLFxZmVq3bz72enkJx89Zb7zZv/Z/eOPure4XD33dsZ+PPvPS9sNhv//eAPNm85iNnsykcfjKF+/UqOiCkiIiIit7k8F3jMmTOHTz/9lLZt2+Zot1q/fn2OHDli13AiIiIiIiIiYl+rVu/mxMnz+Ph4cOedLey69sgR7WnQoBJXrqTx5pu/Y7Va7bq+5N2yZTtITEwhMNCPO9rVNzpOnphMpuwuHrNmb+HSpRSDEznOosVRZGRYqFM7mHp1Kxodp0QxmUw8/VQfnJxMrFy1m+3bj+ZrneTkq7z8ynTS0zNp3boOH30whgcf6ErXLo2pWbP8LYvlOncK4cP3R+PpaWZ7VAyPPPo1584n/e35aWkZ/DBtNaDuHYUlPLw6YaH56+Ix9YfVzJu3DScnE2+Mv0fFHSIiIiLiMHku8Dh37hzlypW74fiVK1c0X1dERERERESkCLNarUz9YTUAdw9pjZen2a7ru7g48/qrQ/DwcCMqOoZfftlg1/Ulb2w2GzN+2wjA4IGtcHFxNjhR3rVuVYdatcqTmprOb79vNDqOQ9hsNv6YmzWepb+6dzhEzZrl6d8v6+924sfzycy05On5NpuNCW/P5PTpiwQF+fHaK4NxcsrzP6vStGlNPvv0QQICvDl8JI6xD3/J8RPnbnru/PnbOHcuibJlfenbt1me95L8uf++rC4ec+dF5LqLx+IlUXz9zTIAnn6yD+3a1nNYPhEREZHb3bhx4wgNDTU6hqHy/JtIs2bNWLBgQfafrxd1fPPNN7Rq1cp+yURERERERETErjZsPMCRI3F4epoZNNAx4zoqVizNE4/3BuCrb5Zy+HCsQ/aRW4vcfpQjR+Jwd3cttuMdTCYTo0d1AOC33zbmaqxFcRMVFcOJE+fx9HCja9fGRscpsR56sCs+Ph4cPhLH3HkReXrujF83sHrNHlxcnHnz/4bh6+uZ7xx1agfz1RcPU6liaeLiEnn4X1+xZ8/JHOekpWUw9doorVEjO+Dm5pLv/SRv8trFY1vkESa8PQuA4cPaMXCg/n1cREREJL9MJtM/fowZM4Znn32WFStWFEqepKQkXn31VRo0aICHhwelS5emWbNmvPfeeyQk/DmWtkOHDtkZzWYztWvXZsKECVgsFsaMGXPL15VXeS7wePvtt3n55Zf517/+RWZmJh9//DFdu3ZlypQpvPXWW3kOICIiIiIiIiKOZ7PZmDJ1FQADB7TE19fDYXv169uUtm3qkpFhYdwbv5KWluGwveTv/Xqte0evnuEO/Xw7Wof2DahatSyXk68ya/Zmo+PY3Zw/srp3dO3a2O5ddeRPpUp58uADXQD4+ptlJCXlbuTPrl3H+ezzxQA8+Xgv6tcr+AidChUC+PKLsdSrV5FLl1J4/Mlv2bBxf/bj8+Zv4/z5JMqVK0XfYlqcVZzdd18nIKuLx7lzf9/F48jROF56+ScyMy107hzCvx7uXlgRRUREREqk2NjY7I+JEyfi6+ub49jHH3+Mt7c3pUuXdniWixcv0rJlSyZPnsyzzz7Lli1b2LBhA6+//jrR0dFMnz49x/kPPvggsbGxHDhwgCeeeIJXXnmF999/n48//jjHawCYPHnyDcfyIs8FHq1bt2bDhg2kpKRQo0YNli5dSmBgIJs2baJJkyZ5DiAiIiIiIiIijhex7TD79p3CbHbl7rvbOHQvk8nEC/+5Cz8/L44ePZvdul4Kz6lTF9iwIeuG8eDBjunWUlicnJwYOaIDAL/MWE9qarqxgewoISGZ1Wv2AHCnxrM43J39m1O9eiBJSal8+93yW56fkJDMq6//gsVipUvnRgwY0NJuWfz9vZn08f20aF6Lq1czeOHFH5m/IJK0tAx+yO7e0V7dOwwQHlad0NCq/9jF49z5JJ59dirJyVdp3Lgqr7w0KF9je0RERETkT0FBQdkfpUqVwmQy3XDsf0e0jBkzhjvvvJMJEyYQGBiIn58f48ePJzMzk+eee46AgAAqVqzI999/n2Ov06dPc/fdd+Pv70/p0qXp378/x44dy378pZde4sSJE2zZsoV7772XRo0aUbduXfr06cP06dN55JFHcqzn6elJUFAQVatW5bHHHqNz587MmTOHUqVK5XgNAH5+fjccy4t8/dQZEhLC1KlT2b17N3v37uXHH38kJCQkP0uJiIiIiIiISCG43r2jf79mBPh7O3y/gAAfXnphAAC/zNhA5PYjDt9T/vTb7xux2Wy0alWHKpXLGh2nwLp2aURweX8SE1PyPF6jKFu0KIrMTAt161agTp0KRscp8VxcnHnqyT4AzJ6zlSNH4/72XIvFyvj/+434+EtUrlyG//znrny1T/4nnp5m/vveKHp0D8NisTLh7Zn8+9kpnD+fRGC5UvTpre4dRjCZTNx/X2cA/ph7YxePKylpPPvsVM5e+9p49+0RmM2uRkQVERERyRObzYY1w1roHzabzaGva+XKlZw5c4a1a9fy4YcfMm7cOPr06YO/vz9btmzh4Ycf5uGHH+bkyazRiCkpKXTs2BFvb2/Wrl3L+vXr8fb2pkePHqSnp2O1WpkxYwYjRoygQoWb/552q98NPDw8yMhwTDfTPJeAJyUl3fT49Zkybm5uBQ4lIiIiIiIiIvYTvSOG6OhjuLo6M2xou0Lbt23bevTr24y58yJ4883f+WHqE/j4FN9RIfYWG5dA7JkEqlQpS0CAd4FuHttsNuLjL7F33yn27j3F/AWRAAwp5t07rnNxcWbkyA68+95sfpq+jrvubFHsOxvYbDb+mJs1nqV/P3XvKCxNm9SgQ/sGrF6zh4kfz+eTifff9Htv6g+r2Lr1EGazK2+9Ocxh43NcXJx59ZVBlC7tw0/T17I9KgaAUaM6FPuv8eIsPKw6jRtXZceOY0z7cQ3PPN0PgMxMC6+8Mp1Dh2Px9/fiw/fH4OvraXBaERERkdyxZdo4/uOBQt+3yog6mFztWyz9VwEBAXzyySc4OTlRp04d3nvvPVJSUnjppZcAePHFF3nnnXfYsGED99xzD7/88gtOTk58++232b8LTJ48GT8/P1avXk3jxo1JTEykTp06OfZp0qQJBw5k/f317duXn3/++YYsVquVpUuXsmTJEp566imHvN48/5bg5+f3j//gULFiRcaMGcPrr7+utnQiIiIiIiIiRcDUqasB6N2rCeXKlSrUvZ94vBfbo45y6tQFPvhwLuNev7tQ9y+qEhOvcO99n5KUlAqAj48H1aqWo2rVclSrdu1/q5ajbFnfm/47zOXLqezffzqroGPfSfbuPcWFC5dznFOzRhDNm9UslNdTGHr2COP7ySs4dy6JhQsjufPOFkZHAuDw4VhSU9Np2LBynop0Ircf5eSpC3h6munapZEDE8r/euzRnmzcdIDIyKOsWbuHDu0b5ng8IuIw332/EoDnn+1Pjep5b5ucFyaTiUcf6UGZMj58/MkCKlUsTZ/eGoVtpOtdPJ548jvmztvGyBHtKVPGl/++/wdbth7C3d2V9/87muDgAKOjioiIiNz2GjRokKMuITAwkIYN//wZ39nZmdKlSxMfHw9AZGQkhw8fxsfHJ8c6V69e5ciRIzRu3Bi4sUvH7NmzSU9P5z//+Q+pqak5Hvv888/59ttvSU/PGik6cuRIXn/9dfu9yL/Ic4HHlClTePnllxkzZgzNmzfHZrMRERHB1KlTeeWVVzh37hzvv/8+ZrM5uypGRERERERERIyxa/cJtmw9hLOzEyOG31Ho+3t6mnntlcE8/MhXLF22gzZt6tK1S+NCz1HUfPvdcpKSUjGbXUlPz+Ty5VR27jrOzl3Hc5zn6WnOLvwIDvbn5MkL7N13khMnzt+wprOzEzVqBFG/XkXq16tI6zZ17T5Swkhubi4MH3YHEz+ez7Sf1tKnT1NcXJwNyXL+fBJLl+1g8eIoDh/JGvMRElKZJ5/oQ/16FXO1xh9/ZHXv6N6tMZ4O6g4hNxccHMCwoe2YMnUVkz5dRKuWdbJHbJw7d4nXx8/AZrPRr28zevYML7Rcdw9pwx3t6uPlZcbVVd07jNYk/C9dPH5ai7+fF/Pmb8PJycT/jR9Kvbq5+14XERERKSpMLiaqjKhz6xMdsK8jubrmHJdnMpluesxqtQJZXTaaNGnCTz/9dMNaZcuWxcfHBz8/P/bv35/jscqVKwPg4+NDYmJijseGDx/Oyy+/jNlsJjg4GGdnx/2umuffFKZOncoHH3zAkCFDso/169ePkJAQvvrqK1asWEHlypV56623VOAhIiIiIiIiYiCbzcZnny0CoFfPcMPeadywYWVGj+rA5CmreP/9PwgNrUbZMr6GZCkKjhyNY861m/sf/Hc0DRpU4sSJ88Qci+fY9Y/j8Zw8eYGUlDT27D3Jnr0nb1gnODggq5ijfkUa1K9ErVrlcXcv2aNz+/VtypSpq4iNTWDZsh2FevM9LS2DNWv3snhxFFsjDmG1Zs2RdnV1xsnJiV27TvDAg5/Tq2c4Y8d2+8ev8YsJyaxZuxeA/v01nsUII0e0Z+Gi7cTGJjD953XcO6YTmZkWXn3tFxITr1CrVnmefqpPoecqX96/0PeUmzOZTNx/byeeeOp7Zs/egsWSdUPg38/0o02buganExEREck7k8nk0FEpxUV4eDgzZsygXLly+Pre/Pe2IUOG8OOPP/5/e3cdX2X5/3H8ddadxBgjRjeMkFR6dEiHtAjSrQgSopRKCIJ0KYKCIBKjR3fXyFFj9EaMsTy/P9D95Asqy7ON9/Px2IOd+9z3db+vxcXZfX/OdfH555+TNWvW/2zT2dmZPHlSZgbNeBd47Nu3jx9++OGV7T4+Puzbtw+ASpUqcf369cSnExEREREREZEE27X7HCdPXcPa2pIPu1Q3aZZOHauxb/8FAgKCmDp1LV+OaWPSPKZiNBr57rv1xMYaqVK5MCVL5gIgb94s5M2b5aV9o6KiuXnzQVzhR1DQQ7JkcaVwoWwULOiFi4u9KbpgUjY2VrRuVYmZP2xk0RJ/fH1LYG6efEsEx8bGcuLkNfz8jrFt+ynCwiLinitaNDt1avlQrVoxIiIimfnDJvw2HmP9hqNs9z9Nuw8q07pVpbiZIf5u/fqjREfHULCgF/nyeiZbfvlntrZW9Pi4NqNGL2fJjzuoV7cUy3/Zw8lT13BwsOGrL9u89nsnb5dSpXJTvFgOTpx8MbvSB23f4/1UsjyUiIiIiCRM27Zt+frrr2nUqBFffPEFXl5eXL9+nd9++43Bgwfj5eXF2LFj8ff3p2zZsnzxxReULl0ae3t7Tp48yb59+15aAialxfsvYC8vL+bNm/fK9nnz5pEtWzYAHjx4gKvrf1ebz5w5k2LFiuHk5ISTkxPly5dnw4YNcc8bjUZGjRqFp6cntra2VKlShTNnzrzURkREBL179yZDhgzY29vTsGFDbt68Gd9uiYiIiIiIiKQr0dExzPxhIwAtW1QgY0Znk+axsDDn00/ex9zcjG3bT7N333mT5jGVvXvPc+jwJSwtzenZo86/7mtpaYG3d2aqVS1K507V+Xx4cz7sUoPy5fO/lcUdf2nyflkcHW25fv0+O3ac+e8DEuDmzQfMmbuZ5i2/pWevOfyx9jBhYRFkyeJK507V+GXZQGbN7E7jxmVxcrIlY0ZnRnzenLmzP6ZIkeyEh0cye85mWredzNatJzEajXFtx8bG8vuaFzO4NNbsHSZVs0YxihfLwfPnUQwespifl+0GYNjQpnhldTdxOkkNDAYDH3evjZWVBfXqlqJ7N19TRxIRERGRRLKzs2Pnzp1kz56dJk2aULBgQTp37kx4eHjcjB7u7u4cPHiQ9u3b8/XXX/POO+9QtGhRRo0aRcuWLZkzZ47J8sd7Bo9vvvmG5s2bs2HDBsqUKYPBYODQoUMEBASwYsUKAA4dOkTLli3/sy0vLy/Gjx8fN13JokWLaNSoEceOHaNw4cJMnDiRSZMmsXDhQvLly8eXX35JzZo1OX/+PI6OjgD069ePP/74g2XLluHu7s7AgQOpX78+R44cSda1bURERERERERSs3Xrj3Lt2j2cne34oG1lU8cBIF9eT5o3q8Cy5bv5dtIaSi7pm+6XFPm7qKhovpu2DoCWLSqSNatplsxJ6+ztbWjerDzzF2xj3vytVKpUECureF/i+kfbtp1ixKhlcUuw2NlZU71aUWrX9qF4sRyYmf3z+6UKFcrGrJnd2Lz5BDN+2Mjt26F8PnIZK37bT78+9cifPytHjlwhKOgh9vbW1KheLMlyS/wZDAb69WtA5y7fc/FSMACtWlaicuXCJk4mqUmxYjnYsmkkFha61iwiIiKSUjp27EjHjh1f2T5q1ChGjRoV93jhwoWv7OPv7//KtqtXr7702MPDg0WLFv1rBmdnZ8aOHcvYsWP/db/Xne+f/L34P6HiPYNHw4YNuXDhAnXr1uXhw4fcv3+fOnXqEBAQQP36L9al/Pjjj5k0adJ/ttWgQQPq1q1Lvnz5yJcvH1999RUODg7s378fo9HIlClTGDZsGE2aNKFIkSIsWrSIZ8+esXTpUgAePXrEvHnz+Pbbb6lRowY+Pj78+OOPnDp1ii1btsS3ayIiIiIiIm+FkJCnhIaGmTqGJKPw8EjmzXvxd3HHDlVxcLAxcaL/92GX6mTO5ExwcAjzF2wzdZwUtfK3/dy4+QA3Nwc6tK9i6jhpWovmFXBxsSPw6l3mzE26a0D37j9mwteriY014lPCm1EjW7J2zVCGftoEnxLe/1rc8ReDwYCvbwmWLe1Pl87Vsba25MSJq3T+cAZfjV0ZN0tELd8S2Nq+PQVOqVX+fJ40bFAaeLHsTo+Pa5k4kaRGKu4QERERkdQiXgUeUVFRVK1alYiICMaNG8dvv/3GqlWrGDduHDlz5kxUkJiYGJYtW0ZYWBjly5cnMDCQ27dv4+v7/9PeWVtbU7lyZfbu3QvAkSNHiIqKemkfT09PihQpErePiIiIiIiI/L9btx7SsvUk6jccy8BBC9m85QQREVGmjiVJbPkve7j/4AlZsrjyfuOypo7zEjs7awYMaAjAz8t2c/nybRMnShmhoWFxBS3dPvLF3j71FN2kRU5Odnz6SRMAlv68i2PHriS6TaPRyISJq3jyJJwC+bMydUpnfGsWT/AsMzY2VnTpXJ1lS/vj61sCo9HIuvVH2H/gAgCNGmp5ltSiX9/6DB/WjG8mdtCNfBERERERSdXiNX+lpaUlp0+fxmAwJFmAU6dOUb58eZ4/f46DgwOrVq2iUKFCcQUamTNnfmn/zJkzc+3aNQBu376NlZUVrq6ur+xz+/Y/XyCKiIggIiIi7vHjx4+BFwUsUVG6sCmS3P76PdPvm4jEl8YPEUkojR8vGI1GJn6zmqdPnwOwb/8F9u2/gL29NVWqFKaWbwmKFsn2Ru9Ql9QrNDSMH3/aCUCXztUwGIyp7me/XNk8VKpUgN27Axg/cRXTv+ucqn/ukmIMmTV7E0+fPidPHg9q1iia6r4naVH5cnmpV7ck69Yf5Ysvf2X+3B6Jmq1m/YZj7N17HktLcz79pDFGYyxRUbGJzunmZs+woe/TuFFppk3bwLmAIEoUz0nOnBn0c5BKmJlBzRpFgaR/raDXICKSGBpDRCShXjd+aCwRSR/ivUBp+/btmTdvHuPHj0+SAPnz5+f48eOEhoaycuVKOnTowI4dO+Ke/99iEqPR+J8FJv+1z7hx4xg9evQr2zdt2oSdnV08eyAiCbV582ZTRxCRNErjh4gk1Ns+fpwLeMDBg5cwNzfQ5P18BAU95fSZezx+HMG6dUdZt+4ozs7WFC6UgSKFM+DqqhkG0qItW6/y7FkEmTPbERlxg/Xrb5o60msVLWzDwQNmnDlzg/ETFlOieCZTR/pPCR1D7t17xpo/TgFQprQrGzf6JWWst1revGa4OFtz584jPvl0DvXq5k5QO48fRzBvwUkAKpT35Ny5w5w7l5RJX2hQPyulS7ng5mbD+vXrk/4Ekmq97a9BRCRxNIaISEL9ffx49uyZCZOISFKJd4FHZGQkc+fOZfPmzZQuXRp7e/uXnp80aVK82rOysiJPnjwAlC5dmkOHDjF16lQ++eQT4MUsHVmyZInb/+7du3Gzenh4eBAZGUlISMhLs3jcvXuXChUq/OM5hw4dyoABA+IeP378mGzZsuHr64uTk1O88otI/EVFRbF582Zq1qyJpaWlqeOISBqi8UNEEkrjBzx9+pw586YB0O6DynTqWBWA2NhYTp68zsZNx/HfcZZHjyLYuy+IvfuCKFI4G7VqlaBqlcI4OtqaMr68oVu3HvLt5MMADBncjNKlEnazO6WYW3gw/Xs/9uwNpnu3Zri5OZg60mslZgwxGo0MHLwYoxEqv1eI7t1aJlPKt1fePMXp3Xc+p8/cp3nzalSpXDhex//1PYqMjKVQIS9GjuiMuXnqnVFG0ha9BhGRxNAYIiIJ9brx468VDUQkbYt3gcfp06cpWbIkABcuXHjpuaRYusVoNBIREYG3tzceHh5s3rwZHx8f4EVxyY4dO5gwYQIApUqVwtLSks2bN9OiRQsAgoODOX36NBMnTvzHc1hbW2Ntbf3KdktLS71IEklB+p0TkYTS+CEiCfU2jx/zF2zg4cOnZM+WgQ7tq770dShTJi9lyuRl0MBIdu48ywa/Yxw6fInTZ25w+swNpk3fwIjPm1OtalET9kDexLz524mOjuGdd/JSvlwBU8f5Ty2aV2Tz5pOcv3CLmT9sYtTI1F38kJAxZPfucxw5cgVLS3N69az71o5BycnHJzftPqjMosX+fDvpD0qUyEXGDG/+Bp7fVu3nyJErWFlZ8Pnw5tjYvHrNSCSx3ubXICKSeBpDRCSh/j5+aBx5O8XGJn7ZSUl5//Z9i3eBx/bt2xMV5u8+++wz6tSpQ7Zs2Xjy5AnLli3D398fPz8/DAYD/fr1Y+zYseTNm5e8efMyduxY7OzsaNOmDQDOzs506dKFgQMH4u7ujpubG4MGDaJo0aLUqFEjyXKKiIiIiIikZWfP3uC3VQcAGDy4EdbWr7+oY2Njha9vCXx9S3Dv/mM2bzrBug1HCAy8y9ixK8mXzxOvrO4pGV3i4VzATbZsPYnBYKDHx7VMHeeNWFiYM2RIY7p+NJNNm09Qt25J3imT19SxkkxUVDTTpr9YhqNVy0pkzepm4kTpV5fO1Tlw4CIB54P4auxKJn3TATOz/56FIyjoId/PeLFkzsfda5Eje8bkjioiIiIiIpLsrKysMDMz49atW2TMmBErK6skmaxBkpfRaCQyMpJ79+5hZmaGlZXVK/vEu8AjKd25c4d27doRHByMs7MzxYoVw8/Pj5o1awIwZMgQwsPD6dGjByEhIZQtW5ZNmzbh6OgY18bkyZOxsLCgRYsWhIeHU716dRYuXIi5ubmpuiUiIiIiIpJqREfHMOHr1RiNRmrX8qFUyTdbsiNjBifatHmXli0r0qvPXE6cuMqoUcv5YWY3LCz091ZqYzQamTHzxU1qX9/i5MvraeJEb65gAS+aNCnHihX7+Pqb3/lxcd9/LEJKa1b+tp8bNx/g5uZA+3aVTR0nXbOwMGfE583p2Hk6Bw9eZOVv+2ne7J+X74UX74j6atwKwsMjKVEiJ82blU+htCIiIiIiIsnLzMwMb29vgoODuXXrlqnjSDzZ2dmRPXv2175xIUEFHocOHeLXX3/l+vXrREZGvvTcb7/99sbtzJs371+fNxgMjBo1ilGjRv3jPjY2NkybNo1p06a98XlFRERERETeFr+u2MfFi8E4OdnSu1edeB9vbm7GyM9b0KHjd5w9d5O587bSvZtvMiSVxDhw4GLcMiAfda1p6jjx1q1rTfz9zxAU9JBFi/3TZB/+V0jIU+Yv2AZAt498sbe3MXGi9C9nzkz06lmHSZP/4PsZfpQpnYecOTP94/6/rtjH8eNXsbW1YtjQZm8044eIiIiIiEhaYWVlRfbs2YmOjiYmJsbUceQNmZubY2Fh8Y8zrsS7wGPZsmW0b98eX19fNm/ejK+vLxcvXuT27du8//77iQ4sIiIiIiIiSeP27VDmzN0MQM8edXB1dUhQOx4eLnzyyfsM//xnlvy4g3fK5KFkyVxJGVUSISYmNm72jmZNy5PFw9XEieLP3t6G/v3qM2z4Un78aSe+NYv/6435lBAdHcPFS8EcOxbI2XM3CH/2kOzZr1OsmDfm5v9dCDB33laePn1Ovnye1K1TMgUSC0DTJuXYsyeAAwcvMvqLX5g9qzuWlq9e/rp2/R4zf9gIQM8etbV8joiIiIiIpEsGgwFLS0ssLdPHTJmSgAKPsWPHMnnyZHr27ImjoyNTp07F29ubbt26kSVLluTIKCIiIiIiIgkwacofPH8eRfHiOalXN3E3mKtVLUqD+hf5Y+1hRo/5hSWL+uDkZJdESSUxNm06zqXLt3F0sKFD+yqmjpNgVSoXpmKFAuzZG8DEb1bz/bSuKbo+cHR0DOcCgjh2LJDjxwM5eeoaz55FvLTPvv3zcHS05Z138lChXH7Kls2Lm5vjK21dvnKb39ccBKBv77pvVBAiScNgMPDZZ01p134q5y/cYt78ba/MOhQTE8uXX60gMjKaMqXz8H7jsiZKKyIiIiIiIhI/8S7wuHz5MvXq1QPA2tqasLAwDAYD/fv3p1q1aowePTrJQ4qIiIiIiEj87Nh5lt27z2FhYc6QQY2SZOmBvn3qceLEVa7fuM/4Cav46ss2KXoDXl4VERHF7LlbAGjXrkqaLroxGAwMGNCAI0cvc/z4VdatP0r9eqWS7XyRkdGcPXfjz4KOq5w6fY3nz6Ne2sfBwYbixXJSoIAne/ee4GbQM548CWfr1lNs3XoKgAL5s1KuXD7Kl89PoYJemJkZ+O679cTGGqlSpTA+PprtJqVlzODEkMGNGf75z/z40w4qlM9PsWI54p5f+vMuzpy5gb29NUM/baJxTERERERERNKMeBd4uLm58eTJEwCyZs3K6dOnKVq0KKGhoTx79izJA4qIiIiIiEj8hD2LYNLkNQC0af0u3t6Zk6RdOztrRo1syUfdf8B/xxnW/HGYRg3LJEnbkjArV+7nzp1QMmVypnmz8qaOk2hZPFzp0rk638/w4/sZG6hUsQAuLvZJfp4ZM/345de9REZGv7Td2dmOEsVzUqKENyVKeJMntwfm5mZERUWRwT0M31q1uHTxDvv2X2DfvvOcv3CLgPNBBJwPYuGi7Tg52VKwgBeHDl/C0tKcXj3qJHl2eTPVqhalTu0ANvgd44sxv7BoUR/s7ay5fOU2c+e9KIrq27seHh4upg0qIiIiIiIiEg9vXODRuXNnpk6dyrvvvsvmzZspWrQoLVq0oG/fvmzbto3NmzdTvXr15MwqIiIiIiIib2Du3C3cu/cYT083OnWsmqRtFyiQle4f+TJ9xgamTF1L8eI5yJkjU5KeQ97M48fPWLR4OwBdP6yBtXX6WE+3ZYuKbNz4YtmZ6d9vYPiwZkna/oGDF/nxp50AuLra41PCG58S3pTw8cY7Z6Z/ne3GwtycokVzULRoDj7qWpMHD55w4OBF9u07z8GDF3n8OJwDBy8C0KplJTw93ZI0u8RP/34NOHY8kFvBIUydupYhgxvz5ZcriIqKoXz5/NRLxhliRERERERERJLDGxd4LFq0iPHjxzN9+nSeP38OwNChQ7G0tGT37t00adKEzz//PNmCioiIiIiIyH87fz6IX1fsBWDwoEbJctO/VauKHDh4kUOHLzFy1HLmzPoYK6t4TxApibR4yQ6ePH1O7twe1K7lY+o4ScbCwpwhgxvT7eNZrN9wlNq1fShdKneStB0dHcN3360DoFmz8vTvWz9Ry3O4uztSt05J6tYpSXR0DGfP3mTvvvOEh0fQsUPSFldJ/Dk42PD58Ob06j2XteuOcO/eY85fuIWjoy2ffvK+lmYRERERERGRNOeNF2E2Go3AiyVaPD09XxxsZsaQIUNYs2YNkyZNwtXVNXlSioiIiIhIkrt+/T6Ll/jTqfN0aviOjnvXuaRdMTGxTPh6NbGxRmrWKEbZd/Imy3nMzMz4fHgzXFzsuHgxmJmzNibLeeT1YmJiuX79PitW7gPg4+61MDd/4z/v04QiRbLTuNE7AIwf/xvh4ZFJ0u6q1QcIvHoXFxc7PuxcI0lv8FtYmFOsWA66d/Olf78G2NpaJVnbknA+Jbxp0/pdgLj/5wb0b0DGDE6mjCUiIiIiIiKSIPF6i5Xe2SAiIiIikrYFBt5hu/9p/P3PcOny7ZeeG/PlryxZ1AdXVwcTpZPE+m3VfgICgnBwsKFP73rJeq4MGZz47NOmDPl0CcuX76FsmbyUK5cvWc+ZHsTGxvLkyXNCQp8SGhr24iMkjJA/P3/y5DnPn0fy/HkU4c8jeR4e+eLf51Fx2yMjo+PaK+njTfl0+nXv8XEt9u4N4FZwCDNnbWRAvwaJau/Ro2fMnbcVgI8+rImTk21SxJQ0oOuHNTh48CIXLwVT+b1C+NYsbupIIiIiIiIiIgkSrwKPfPny/WeRx8OHDxMVSEREREREko7RaOTSpdv47zjNdv/TXL16L+45c3MzSpfKTZUqRfjl1z0EBt5lwsTVjBvbVsXdadC9e4+YNXsz8GJGB3d3x2Q/Z6VKBWnapBwrf9vPmK9eFAi5uSX/edOKe/cfM3feFoJuPogr4Hj8OJyYmNgkad/R0ZY+feql299Xe3sbPvnkfQYMXMiKFfuoVrUIJYp7J7i9ufO28ORJOHlye9CgQZkkTCqpnZWVBd983Z7NW07SsEGZdPs7IyIiIiIiIulfvAo8Ro8ejbOzc3JlERERERGRJHL58m02bT7Bdv/T3Lz5IG67paU5ZcrkoWqVIrxbqSBOTnYAFCroRZeuM9i56yzr1h2hfv3SpoouCTR56lqePYugcOFsNGqYcjeve/Wsw9FjVwgMvMtXY1fyzdcddPOUFzN1jBi5jBMnrr72eQcHG1xc7OM+XP/819HRFlsbS2xsrbC1sfrzX0usbaxe2m5ra4WVlUW6/1qXK5uPBvVL88faw4wd9xuLF/bGxib+S59cvnKbVasPANC3b710t6SN/LeMGZ3jlmoRERERERERSaviVeDRqlUrMmXKlFxZREREREQkCSz/ZQ/fTVuP0WgEXrxzuVzZfFStWoSKFQrg4GDzyjF582bho641mTHTjylT1+Ljk4usWd1SOrok0MZNx/H3P4O5uRmfDG6MmVnK3by2trbki1Gt6NJ1Bvv2X+DXFfto0bxCip0/tVq1+iAnTlzF1taKQQMakiGD04tiDld7XJztsLSM15/jb7Xeveqy/8AFbt58wOw5W+jTu268jjcajUyduo7YWCNVqhSmVMncyZRURERERERERCR5vfFVv/T+riARERERkbQuNjaWadPXM/W7dRiNRipWKMAXo1uxbu0wxo/7gFq+JV5b3PGX1q0qUbx4Tp6FR/LFl78QHR2Tgukloc4F3GTc+N8A6NC+CnnyZEnxDLlze9CrZx0Avp+xgUuXglM8Q2py+3YoM2f6AdC9my916pSkTJk85M2bhYwZnFTcEU8ODjZ8MuR94EUB26nT1+N1/K7d5zh85DJWVhb06lEnOSKKiIiIiIiIiKSINy7w+OvdfyIiIiIikvpERkYzavQv/LxsNwAfd6/FxAntqFG9GPZ21m/Uhrm5GSOGN8fOzppTp67z4087kzOyJIEHD57w6dAfiYyMplLFAnTuVM1kWZo2KUeFCvmJiophxKhlhIdHmiyLKRmNRr7+ZjXPwiMpVjQHTZuUM3WkdKFC+fzUqe2D0Whk7LiVREREvdFxkZHRTJu+HoBWLSvh6amZiUREREREREQk7XrjAo/Y2FgtzyIiIiIikgo9eRLOgIEL2LL15Isijc+b0+6DygmahS9LFlcG9m8AwLz5WwkICErquJJEIiOjGTrsJ+7de0zOnBkZOaJFii7N8r8MBgPDhjbF3d2Rq1fvMW78b2/lGwU2bjrOvv0XsLQ059NP3zfp9yS96dunHu7ujly7do9587e+0TG//LqXoKCHZHB3pH27ysmcUEREREREREQkeelKk4iIiIhIGnb37iM+7jmbo8cCsbOz5ttvOlC7lk+i2qxd24eqVYoQExPL6DG/8Pz52zkTQ2pmNBr55tvfOX36Oo4ONkwY1w57+39efieluLo6MOaLVpibm7Fl60mW/7LH1JFS1MOQp0yZuhaAzp2qkzOH3iSRlJyc7Bg8qBEAS3/exdlzN/91/wcPnrBw4TbgxaxGdm84m5GIiIiIiIiISGqlAg8RERERkTTq8pXbfNT9B65cuUMGd0dmfN+Vd8rkTXS7BoOBIYMbk+HPd8rPmOmXBGklKa1YuY+1645gZmbgiy9aky1bBlNHilOiuDd9etcF4PsZfhw9esXEiVLO5Ml/8PhxOHnzZqFtm3dNHSddeu/dQtSsUYzYWCNffbWCyMjof9z3h1mbeBYeSaGCXtSqVSLlQoqIiIiIiIiIJBMVeIiIiIiIpEHHjl3h4x6zuXv3ETlyZGTWrO7ky+uZZO07O9vx2WdNAVixcj/7D1xIsrYlcQ4fvsR309YD0LNHHcq+k/iinqTWrGl5atUqQUxMLMNH/Mzdu49MHSnZ7dh5lq3bTmFubsZnnzbBwsLc1JHSrf79GuDqak/g1bss+HOGjv91LuAm69YfAaBf3/paKkdERERERERE0gVd4RARERERSWO2bD1JvwELePr0OcWK5mDWzG5k8XBN8vOUK5uPZk3LATB27EoePXqW5OeQ+AkKesjwET8TExNL7Vo+tGpZ0dSRXstgMPDJ4MbkzZOF0NAwPhv207/OtJDWPXkSzrff/g5Am9bvkj9/VhMnSt9cXOwZOKAhAD/+tJPz54Neet5oNMYtlVO7lg9FimRP8YwiIiIiIiIiIslBBR4iIiIiImnIz8t2M2LkMqKiYqhSuTBTp3TGycku2c7X4+Pa5MiRkfsPnjDh61UYjcZkO5f8u7BnEQz5dDGPH4dTqKAXnwxpjMFgMHWsf2RjY8XYr9ri6GjL2XM34264p0fTZ2zg/oMnZM+Wgc6dqpk6zluhWtWiVK1ShJiYWL4au5KoqP8vINq85SSnTl3HxsaSj7v7mjCliIiIiIiIiEjSUoGHiIiIiEgaEBMTy9Rp65g2/cXSHM2alWfMF62xtrZM1vPa2Fgx8vMWmJub4e9/Bj+/Y8l6Pnm92NhYxoz5lcDAu2Rwd2TcuA+S/XufFLJmdWPUiBYYDAZW/36QP9YeNnWkJHf48CX++ONFvz799P008X1JLwYObIizsx2XLt9m8ZIdAISHRzJjph8A7dtVIWNGZ1NGFBERERERERFJUirwEBEREUnngoND+Pqb3xkwcCH37j0ydRxJgMNHLtOx83SWL98DQM8etenftz7m5inzcr5Agax06VwdgG8n/0FwcEiKnFf+3/wF29i56yyWluaM/aotGTM4mTrSGytfPj8fdvnz52fSGs6eu2niRC+Liopm5cp99Oo9h8lT/uD8+aA3nqkmPDyS8RNXA9C0STlKFPdOxqTyv9xcHejfrwEACxdt59KlYH5aupO7dx+RJYsrrVtVMnFCEREREREREZGkZWHqACIiIiKSPG4GPWDxYn82+B0jJiYWgBGjljNtahcsLMxNnE7exM2bD5j+/QZ27joLgKOjLYMGNqRmjeIpnuWDtu+xb/95Tp26zhdf/sr07z5MsQKTt912/9PMX7ANgE+GvE+RItlNnCj+OrSvwrmAIHbvPsewYT8xf15PXF0dTJopNjaWzVtOMmfOZm79WbR09Fggv67Yh7d3JurULkmtWiX+tZhm9tzN3Lr1kMyZnOnevVZKRZe/qVmjGNu2nWLnrrOMHL2coKCHwItCOM2mIiIiIiIiIiLpja7IioiIiKQz167fY8yXv9K6zWTWrjtCTEwspUrlws7OmhMnrrJg4TZTR5T/EBb2nO9nbKBtuyns3HUWc3MzmjUrzy/LBpqkuAPAwsKcEcNbYGdrxYkTV1n68y6T5HjbXLoUzJgvfwWgZYuK1K1T0sSJEsbMzIwRw5uTzcudO3cfMWLUMqKjY0ySxWg0smdvAB07TWf0F79wKzgEd3dHunfzpXr1olhZWRAYeJcZM/14v8kE+g1YwMZNx3n+PPKldk6fvs4vv+wFYMjgxtjbWZuiO289g8HA4EGNcHS0JTDwLpGR0fiU8KZqlSKmjiYiIiIiIiIikuQ0g4eIiIhIOhEYeIeFi7azddspYmNfLC9Qvlw+OnasRtEi2dm85QQjRy1n4SJ/fEp4U7p0HhMnThvmztvCosX+WFqaY2NjhY2NJbY2Vlj/+a+NjeVLn9vYWOHl5U7JkrnIni0DBoPhjc8VExPLuvVHmDV7EyEhYQCUfScvfXrXxds7c3J18Y1lzepG3771GTf+N2bN3kTOnJl4t1JBU8cyqQcPnuC38RiFC2ejaJEcSTqrSWhoGJ8M/ZHnz6MoUzoPPXvUTrK2TcHBwYZxYz+ga7eZHDlyhVmzN6d4n06evMbMWRs5ceJqXKYP2r5H82YVsLW1AuDJk3C2bT+Nn99RTpy8xsGDFzl48CJ2tlZUrVqUOrV9KFw4G+PG/4bRaKR2LR/Kl8+fov2Ql7m7O9Kvb33GfPkrZmYG+vatF6+xV0REREREREQkrVCBh4iIiEgad+lSMAsXbWe7/xmMxheFHZUqFaRjh6oUKugVt1/NGsU5cuQKa/44xKgvfmHxwt64uTmaKnaacO36PRYt9icmJpaYmFieP4+K1/EZ3B0pWTJX3EdWT7d/vOl47NgVpny3josXgwHInj0DfXrXo3y5fKnqRmX9eqU4efIa69Yf4fMRPzN1cmeKF89p6lgmM3b8b+zbdx54cZO58nuFqFq1CMWL5UzQUkjh4ZEcOnyJvXvPs2dvAA8ePCFrVjfGfNEqXSytlCtXZoYNbcrwET/z09KdFCyQlWrViib7eS9fvs2s2ZvYvScAACsrC5o3q0C7D97DycnupX0dHW1p1LAMjRqW4WbQA/z8juHnd4xbwSGsW3+EdeuP4OBgw9Onz3F1tadvn3rJnl/+W+1aJXj2LAIXZzvy5fU0dRwRERERERERkWShAg8RERGRNOr8+SAWLNzOzl1n47ZVqVyYDh2qkj/f629u9etbj1OnrxEYeJfRY35l8rcdMTPTqn3/ZObMjcTExFK+fH4G9m/A8+dRPH8eSfjzyBefh0fyPOL//w0Pj+TZs0guXAji9Jkb3H/whE2bT7Bp8wkAMmdyxsfnRbFHqZK5yJLFlaCgh3w/YwP+O84A4OhgQ+fO1WnapFyqvKFvMBj4ZEhjQkPD2LM3gCGfLGbG9x+RO7eHqaOluEuXgtm37zxmZgbs7ax58OAJv606wG+rDuDiYsd77xamatUilCqZ61+/l8HBIezdG8Cevec5euwKkZHRcc+5uTkwYVy7V4oQ0rJq1YrS5txNlv68i6/GrcTbO1OyzVBz69ZD5s7bysZNxzEajZibm1Gvbik6d6pGpkzO/3m8V1Z3PuxSgy6dq3Py5DXW+x1l27ZTPH36HICB/Rvi7Jx+vjdpmcFgoGmTcqaOISIiIiIiIiKSrFTgISIiIpLGXLh4i7nztrJ79zngxU2tatWK0LF91f+8yW5jY8WXX7Sm84czOHToEj/+tJP27aqkQOq05/iJQHbuOouZmYFePWrj6ekWr+MjIqI4feY6R49e4ejRK5w5e5M7dx/ht/EYfhuPAZAliyv37z8mKioGMzMDjRu9w4ddauDiYp8cXUoyFhbmjPmiFf36L+DkqWv0H7iQWT90I4uHq6mjpaglP+4AoGrVIowY3pwjR66w3f80O3edJTT0GWv+OMSaPw7h6GjLe+8WokqVwpQpnQczMwNnztxgz94A9uwNIDDw7kvtemZxpULFAlSsUACfEt5YWaW/P9u6d/Ml4HwQR49eYehnPzF71sc4OdkmWfuxsbH8MGsTy5bvITo6BoBqVYvQtWtNcmTPGO/2DAYDxYvnpHjxnAzo14A9ewLAAFWrFEmyzCIiIiIiIiIiIv8l/V0pFBEREUmnLl++zbz5W+NmejAzM1CjRnE6tq9CzpyZ3rgdb+/MDBzQkLHjVjJn7hZKFPemWLEcyRU7TTIajUyfvgGAhg3KJGh2AWtrS0qVzE2pkrmBF0tvnDp97UXBx7FAzp27SXBwCABlyuShT++65M6VdmbBsLGxYuKEdnzcczaBgXfp338BM2d8hKurg6mjpYigoIds3XYKgA/aVsbS0oJy5fJRrlw+Bg9qxPHjgWz3P43/jjOEhITFLe1hb2+NubkZjx+Hx7Vlbm5G0aLZqVjhRVFHjhwZU9WyPMnBwsKcMaNb0bnL91y/cZ9BQxYxZVIn7OysE9220Whk+vd+LFu+G3jx+9W9my8FC3j9x5FvxtraMkWWlREREREREREREflfKvAQERERSeUCA+8wf8G2uJvJBoOBmjWK0alTtQS9Ex2gXt2SHD5ymU2bjjNy1DIWLuitZQb+Zuu2U5w9dxNbWyu6dK6eJG3a2lrxTpm8vFMmLwDPnkVw6vR17GytKFIke5q8oe/kZMfkbzvRrfsPf96kX8y0qV2S5CZ9arf0513Exhop+07eV5ZEsrAwp3TpPJQunYcB/Rty8uTVP4s9znL//mMAHB1tKV8+PxXK56dc2bzpagmWN+Xq6sA3X3egR685nD59naGf/cTECe2wtrZMVLs/Ld0VV9zx2adNqF+/dFLEFRERERERERERMTkVeIiIiIikUteu32PBgm1s3nISo9EIQPVqRencqVqCZpT4O4PBwOBBjTh39gY3bj7gq3ErmTDugzRZZJDUIiOj+eGHjQC0bfMu7u6OyXIeOztryr6TN1naTkmZMjkzeXInPu4xm3PnbjJ02E98M7E9lpbp90+Nhw+fsG79EQDat6v8r/uam5vh45MLH59c9Otbn4CAIGJijRQskBULC/OUiJuq5c7twaRvOtKn3zwOHb7EyFHL+XJM6wR/bdatP8KMmX4A9OpZR8UdIiIiIiIiIiKSrpiZOoCIiIiIvOzmzQd8MeZX2n4whU2bT2A0GqlSuTCLF/ZmzBetE13c8Rd7O2vGjGmNpaU5u3ef45df9yZJu2ndb6v2cys4hAzujrRu9a6p46QJOXNk4puJHbCxseTQoUt8+dUKYmNjTR0r2Sz/ZS+RkdEULpyNEiW83/g4MzMzChXKRtEi2VXc8TeFC2djwvh2WFlZsHPXWcaO+y1BPz+7d59j/IRVwIvirDat9fsrIiIiIiIiIiLpiwo8RERERFKJx4+fMXbcSlq3nYzfxmPExhqpVKkgC+b3YuxXbcmTJ0uSnzNfXk/69KoLwPcz/DgXcDPJz5GWPH4czoKF2wHo2rUmtrZWJk6UdhQunI2xX7XF3NyMzVtO8t209XEzz6QnT58+57dV+wFo90FlzXqTREqXys2YL1pjbm6G38ZjTJ6yNl4/PydPXmP4iJ+JiYmlTm0fPu5eKxnTioiIiIiIiIiImIYKPERERERSgdjYWD4fsYy1644QExNLhQr5mTe3BxPHtyN/Ps9kPXeTJuWoUrkw0dExfD5iGU+fPk/W86VmixZv58mTcHLlykzdOiVNHSfNKVc2H8OHNQPgl1/3suTHHSZOlPRWrT5AWFgE3jkzUaliAVPHSVferVSQz4c1w2AwsPK3/cyavfmNjrt85TaDhywiMjKaChXyM/TTJpiZ6U9dERERERERERFJf3TVS0RERCQV+HXFPg4dvoS1tSUzvu/KNxM7ULCAV4qc22AwMPTTJnh4uHDr1kMmTFyVLmde+C+3bj1kxcp9APT8uDbm5nqpnBC1fEvQt089AH6YtYk/1h42caKkExERxfJf9gDwQdv3VESQDHx9SzBoYEMAFi/x58efdv7r/sG3Q+g/YCFPnj6nSJHsfPlFay1/IyIiIiIiIiIi6ZauSIqIiIiY2JUrd5j5w0YAevWsQ4ni3imewdHRli9GtcLc3Iyt207x+5pDKZ7B1GbN3kRUVAxlSuehXLl8po6TprVsUZF2H1QGYMLEVezcddbEiZLGhg1HefjwKZkzOVOzZnFTx0m33m9cNm6JlRkz/Vi9+sBr9wsNDaP/gAXcv/8Y75yZ+GZie2xstKySiIiIiIiIiIikXyrwEBERETGhqKhoRo/5hcjIaMqXy0eT98uaLEuRItnp3s0XgClT13L58m2TZUlpZ8/dZPOWkxgMBnr2rI3BYDB1pDSvezdf6tcrRWyskREjlxEQEGTqSIkSHR3Dj0t3AdC69buaJSKZtfugMu3bvSgS+vrbNWzafOKl5589i2DQ4EVcv36fzJmcmTypE05OdqaIKiIiIiIiIiIikmJU4CEiIiJiQnPnbeXixWCcne0Y+mkTkxcWtG5VifLl8hEZGU3/AQs4ceKqSfOkBKPRyPTv1wNQu1YJ8uX1NHGi9MFgMDBkcGMqVMhPZGQ0Q4f9RGhomKljJdh2/9PcuvUQFxc7GjYobeo4b4VuH/nS5P2yGI1Gxnz5K7t3nwNeFMYNG76Us+du4uRky+RJnciUydnEaUVERERERERERJKfSQs8xo0bR5kyZXB0dCRTpkw0btyY8+fPv7SP0Whk1KhReHp6YmtrS5UqVThz5sxL+0RERNC7d28yZMiAvb09DRs25ObNmynZFREREZF4O34ikB9/2gnAJ0MakyGDk4kTgZmZGcOHNSNnzozcf/CEXn3m8tPSnRiNRlNHSza79wRw/PhVrKws+KhrTVPHSVcsLMwZ+XkLvLzcuXMnlJGjlhMTE2vqWPFmNBr58ccXv6vNm1XQMiApxGAwMKB/A2rVKkFMTCzDR/zM4cOX+GrsSg4cvIiNjSXfft2RnDkzmTqqiIiIiIiIiIhIijBpgceOHTvo2bMn+/fvZ/PmzURHR+Pr60tY2P+/s2/ixIlMmjSJ6dOnc+jQITw8PKhZsyZPnjyJ26dfv36sWrWKZcuWsXv3bp4+fUr9+vWJiYkxRbdERERE/lNY2HO+GPMrRqORunVLUqVyEVNHiuPq6sDc2T3wrVmcmJhYvp/hxydDf+Tx43BTR0ty0dExfD9jAwCtWlYkc2YX0wZKhxwdbRk3ti02NpYcOnyJ2XM2J+v5IiKiuH79PgcOXuT3NYf4YdYmRn3xC736zGPh4lNs8DsW74KlAwcucvFSMLa2VjRtUi6ZksvrmJmZMWxoU959tyCRkdH0G7CATZtPYG5uxtgv21K4cDZTRxQREREREREREUkxFqY8uZ+f30uPFyxYQKZMmThy5AjvvfceRqORKVOmMGzYMJo0aQLAokWLyJw5M0uXLqVbt248evSIefPmsWTJEmrUqAHAjz/+SLZs2diyZQu1atVK8X6JiIiI/JfJU9Zy+3YoWbK40r9vfVPHeYWdnTUjR7SgePGcTJm6lt27z9Gpy3S+HNOaggW8TB0vyaz54xDXr9/HxcWOD9pWNnWcdCt3Lg8+G9qUESOXseTHHRQokJWqVRJX1GQ0Gtm56xynT1/n9u0Qbt8OJfh2CA8fPv3X48ZPWM327Wf4ZMj7eHi4vNG5Fv/oD0Cjhu/g5GSXqNwSfxYW5nwxqhWDhyzm8JHLAAwf1oxy5fKZOJmIiIiIiIiIiEjKMmmBx/969OgRAG5ubgAEBgZy+/ZtfH194/axtramcuXK7N27l27dunHkyBGioqJe2sfT05MiRYqwd+/e1xZ4REREEBEREff48ePHAERFRREVFZUsfROR//fX75l+30T+3fnzt9i3/zxv+kZzg8FAmTK5KVwo/b6bOb2MHzt2nGX9hqOYmRn4bOj7WFmZp9o+1a9Xknx5PRgx6heCg0Po/vEsevaoTeNGZTAYDKaOlyhhYc+ZN38rAB3bV8HaOvV+H9KDyu8VpGWLCiz/ZS9ffrUCLy83cubImKC2YmJi+W7aelb/fui1z9vaWOHh4ULmzM5//utCxoyO7Nx5kH37gzlw8CJt202he7eaNGxQGjOzf57Y8PTp6xw/fhULC3OaNS2rnxETMTODMWNasmiRP/nzZ6Va1cL6XkiKSi+vQUQk5Wn8EJHE0BgiIgn1uvFDY4lI+mAwppIF1Y1GI40aNSIkJIRdu3YBsHfvXipWrEhQUBCenp5x+3700Udcu3aNjRs3snTpUjp16vRSwQaAr68v3t7ezJo165VzjRo1itGjR7+yfenSpdjZ6R15IiJiemfO3mf9hivExsb/v+miRTNS5b1s2NlZJkMySaynTyOZv/AU4eHRlCvrSeX30kZBzvPn0azfcIWLl0IAKFjAnVq1vLG2Mjdxsv8XExNLRMSbL9F38FAwBw4G4+ZqQ+dORTE3N+nqhW+F2Fgjy385x/UbT3Bzs6H9B4Wxto5fzXlUVCx/rL0U97NYrGhG3N1tcXa2xtnJGmdnK2xsLP6xAOnBw3A2+F0hKOjFTB/ZvBypUzsXrq42r91/5arzXLoUSrGiGalTO1e8soqIiIiIiIiIpBbPnj2jTZs2PHr0CCcnJ1PHEZEESjUzePTq1YuTJ0+ye/fuV57734uzRqPxP98x+m/7DB06lAEDBsQ9fvz4MdmyZcPX11cDmkgKiIqKYvPmzdSsWRNLS92AFvk7o9HIz8t2s3bdAQBKlcxFtmzub3RsSEgYO3ae5dSpe1y79pTuH9WkTh2ff31nelqT1scPo9HIkE9/JDw8mrx5s/DlmC5YWqaal2P/6f33jfzy6z5mzd7MuYAHhIUZGD26Bbm8MyfbOR8/fsat4BBCQ58RGhrGo0dhcZ+HPvpzW+gzQh+FERYW8d8Nvkb//o15792CSZxc/knFipXp2m0W9+495sixZ4wZ3fKNZ4N59OgZQ4ct5eKlEKwsLRg2rAlVKhd+o2P/Gj9atWxI2zbmrFp9kNlztnDj5hMWLTlLl85Vada0/EuFPoGBd7n09QEMBgODB7Uie/YMCeqziKR9af01iIiYjsYPEUkMjSEiklCvGz/+WtFARNK2VHFHoXfv3qxZs4adO3fi5fX/a7p7eHgAcPv2bbJkyRK3/e7du2TOnDlun8jISEJCQnB1dX1pnwoVKrz2fNbW1lhbW7+y3dLSUi+SRFKQfudEXhYTE8vU79ayYuV+AFq1rESvnrXjVaBx6tQ1vv7mdy5dvs3Eb9awYeNxhgxqTO7cHskV2ySScvyIjo7h9zWHuHb9Hk3eL0vOHJmSpN3XWblyHwcPXsLKyoJRI1pgZ2ebbOdKLh+0rUyxojn5fOTPXL9xn+4fz2HwoEbUrVMyyc+1we8Y4yf8RlTUm8/KEV9VKhemWtWiaX65mbQkUyZXxn7Zlh69ZrNr1zmWLd9H+3aV//O4W7ceMmDQQq5fv4+jgw0TJrSjRHHveJ//r/GjVct3ee/dwoyfsIrDRy4zY+Ymduw4x9BPm5Ar14u/NZb/sheAypULkTt3ln9rVkTeEvobRkQSSuOHiCSGxhARSai/jx8aR0TSB5MWeBiNRnr37s2qVavw9/fH2/vlC7Te3t54eHiwefNmfHx8AIiMjGTHjh1MmDABgFKlSmFpacnmzZtp0aIFAMHBwZw+fZqJEyembIdEREQSKCIiilGjl7Nj51kMBgN9etelZYuK8W6naNEczJ/Xk19X7GPuvC2cOnWdjp2n06J5Bbp0ro6d3asFjm8ro9HI3n3nmTZ9Pdev3wdg5cr9VK9WlI4dqsbd4E0qV6/dZdr3GwDo8XFtvJNx1ovkVqxYDhbO78XoMb9y8OBFvvxqBSdOXGVA/wZYWyfNH4q//LqXKVPXAuDu7oibmwMuLva4utjj8rePuMeuLz53cLBJV7PWpFeFC2djQP+GTJi4itlzNpE/vydl38n7j/ufPx/EwMGLePjwKZkzOTPp245J8jvk6enG1Cmd+WPtYaZNX8+Zszfo1GU6HTtUpWaN4mzafAKAdh/8dwGKiIiIiIiIiIiISHIzaYFHz549Wbp0Kb///juOjo7cvn0bAGdnZ2xtbTEYDPTr14+xY8eSN29e8ubNy9ixY7Gzs6NNmzZx+3bp0oWBAwfi7u6Om5sbgwYNomjRotSoUcOU3RMREXkjjx49Y8inizl16jqWluaM/LwF1aoVTXB7FhbmtG5VierVijLlu7X4+5/h52W72brtFP361qPye4Xf+tkKLl+5zbTpGzh48CIALi72FMiflf0HLrBl60m2bD1JlSqF6dShGnnzJv5d+9HRMXzxxa9ERkZTpkwemjUtl+g2Tc3V1YFvv+7A4iX+zJ23lT/WHubChVt89WUbPD3dEtyu0Whk/oJtzJu/FYAWzSvQp3ddFW2kQ40aluHsuRv88cdhRo5axoJ5vciSxfWV/fYfuMDw4Ut5Fh5JntwefPtNBzJmdE6yHAaDgYYNylC+XD4mfv07e/YGMGfuFpb8uIOYmFjKlM5DwQJe/92QiIiIiIiIiIiISDIzaYHHzJkzAahSpcpL2xcsWEDHjh0BGDJkCOHh4fTo0YOQkBDKli3Lpk2bcHR0jNt/8uTJWFhY0KJFC8LDw6levToLFy7E3Nw8pboiIiKSIMHBIfQfuCBuyYHx4z7AxydXkrSdKZMzY79sy95955k0aQ23gkP4bNhSypfPz8D+DRJ1Ez6tCgl5ytx5W/l9zUFiY41YWprTonlFOrSvgoODDRcvBrNw0Xa2+5/G3/8M/v5nePfdgnTqUI0CBbIm+LzzF2wj4HwQjo62DP+sabopVjA3N6NTx2oUKZydkaOXcf7CLTp1+Z6RI1pQoXz+eLcXGxvL1O/W8euKfQB0/bAGHTtUfesLktKzAf0acOnSbc6du8nQYT8xa2a3l2aBWb/hKOPG/0ZMTCylS+Vm7FdtcXCwSZYsGTM6M3FCOzZvPsHkqWt59OgZAO0+eC9ZziciIiIiIiIiIiISXwaj0Wg0dQhTe/z4Mc7Ozjx69AgnJydTxxFJ96Kioli/fj1169bVmm/yVjt/4RaDBi/iwYMnZMrkzKRvOib5siB/ef48kkWL/flp6S6io2OwsrKgU8dqtG3zLhYWaacgMqHjR2RkNCtW7GPh4u08ffocgCqVC9OjR228srq/sv/lK7dZtMifrdtO8ddLpQoV8tOpQzUKF84Wr8ynTl3j456ziY01MmZ0K6pXLxav49OKO3dCGTZ8KWfP3cRgMNCpY1U6dayGufmbFbNER8cwdtxv+G08BsCA/g1o1rR8ckaWVOLOnVA6dZlOaOgz6tT2YfiwZgAsWuzP7DmbAfD1LcGwoU2wtEx4fXp8xo+HIU9ZsGAb9vY2dPuopoqMRER/w4hIgmn8EJHE0BgiIgn1uvFD90NF0geTzuAhIiLytjp46CKfffYTz8IjyZ3bg0lJvOTA/7KxsaLbR77UqlWCb75dw9GjV5g1exPnzwcxamRLrKzS50sCo9HIzl3nmP79eoKCHgKQL58nfXvX/deZUnLn8uCL0a3o3LkaixfvYNPm4+zde569e8/zzjt56dShKrlzexAaGkZIyFMehoTFfR4S8vTPz8MICQ3j1q2HxMYaqVWrRLot7gDInNmFGd9/xNTv1rFq9QHmL9jG2bM3GTmiBc7Odv96bEREFJ+PXMbu3ecwNzdj+LBm1PItkTLBxeQyZ3bhi9Gt6dd/Phv8jlGgQFYCA++y+veDAHzQ9j26d/NN0Zlv3FwdGDigYYqdT0RERERERERERORNpM+7OSIiIqnYhg1HGfvnkgMlS+Zi/NgPkm3Jgf+VM0cmpk3twga/Y0yYuAr/HWcYNHgR48Z9gL2ddYpkSAkxMbEcPXqFRYu3c/RYIADu7o5061qTOnVKvvGsEjlzZGLE583p3Kkai5f4s8HvGAcPXuTgwYvxypMzZ0YG9k//N4utrCwYPKgRRYpkZ+LXq9l/4AKdukxn7Jdt/3GJm7Cw53zy6RKOHgvEysqCL79oTaVKBVM4uZha6VK56dG9NtNnbGDylLUAGAwG+verr5lcRERERERERERERP6kAg8REUn3nj+P5LffDlCwYNZ/nbUhOUVGRnPu3E38d55h+fI9ANSsUYxhnzVL8dkzDAYDdeuUJFNGJz4Z+iOHj1ymb995fPtNx/+caSG1u3r1Lhv8jrFx03Hu3n0EvCg6aNWyEu3aVU5wEYuXlzufDW1Kxw5VWfLjDtatP0p0dAx2tla4uDrg6mKPq6s9rq4OuLzmc++cmRK1tERaU6e2D3nzeDB02E8EBT2k28c/MHBAQxo2KPPSfqGhYQwYtJCAgCDs7Kz5ekI7k/2Oium1bl2Js+dusG37aaysLBg1sgVVKhcxdSwRERERERERERGRVOPtudMgIiJvJaPRyNhxv7Fl60kAfGsWp3evuri7OybreSMiojh95jrHj1/l2PFATp++TmRkdNzzbdu8y8fda6XokgP/q3TpPEyb2oUBgxZy9txNevSazZTJncmYIW2tvxgaGsaWrSdZv+EoAQFBcdsdHWyoUaMYH7StTJYsrklyLk9PNz4Z8j79+tYHwNpa69/+kzx5sjB/bk/GfLWC3bvPMX7CKk6fvs7AAQ2xtrbk7t1H9O0/n2vX7uHiYsekbzr94ywf8nYwGAwM+6wZRYpkx8cnF/nzeZo6koiIiIiIiIiIiEiqogIPERFJ15b/soctW09ibm6G0Whk0+YT7N13nm5da9K4cdk3Xqrjvzx7FsGp09c5fjyQ48cDOXvuJlFRMS/t4+Jij08Jb6pXK0q1akWT5LyJVahQNmZM/4h+AxYQGHiX7h/PYurkznh5uZs62r+KjIxmz97zbPA7xt6954mJiQXA3NyM8uXyUadOSSqUz59sBRgq7Hgzjo62jB/blh9/2snsOZtZu+4IFy4G0+PjWowbv4o7d0LJlMmZKZM7kTNHJlPHlVTA1taKVi0rmTqGiIiIiIiIiIiISKqkAg8REUm3jh69wvcz/ADo26ceRQpnZ+I3qwkICOLbyX+wbsNRBg9qRMECXglq/+HDJ/htPM52/9MEBATFFRn8JUMGJ3xK5KRECW98SniTI0dGDAZDovuV1HLlysysmd3o028eQUEP6d5jFlMmdSJPniymjvaSiIgoTp2+xqbNgcyc9Q2PH4fHPVcgf1Zq1/ahRo1iuLk6mDCl/C8zMzPat6tCoYJejBi1jAsXbtGv/wIAsmfLwJTJnfHwcDFtSBERERERERERERGRNEAFHiIiJhIdHcOs2Zs5duzKGx9jZm5GhfL5ada0PA4ONsmYLu27e/cRw0f8TExMLLVr+dC0STkMBgNzZn3M6t8PMmv2JgICgviw60yavF+Wj7rWxNHR9j/bjY6OYd/+C6xdd/ilmSMAMmd2waeENz4+Lwo6smZ1S5UFHa+TJYsrP8zoRv8BC7h0+TY9e83hm687ULRoDpPkiYqK5sqVO5wLCOJcwE0CAoK4cuXOS1/vDBmcqOVbgtq1S5A7l4dJcsqbK106Dwvm9WL45z9z5uwN8uXzZNK3HVWQIyIiIiIiIiIiIiLyhlTgISJiAmHPIvhs2E8cOnQp3seePn2dn3/eRfPmFWjRvCJOTv9dlPC2iYyM5rNhPxEaGkbevFkYMrhRXKGFubkZTZuUo0rlwkz7fgObNh1n5W/72e5/mj696lKzZvHXFmVcuXKHdeuP4LfxGCEhYXHbCxfKRt26JSlXLh9ZPFxTrI/Jwd3dke+nd2XQkEWcOnWdvv3nM/artpQrmy9ZzxsTE8vVa3cJCAji3LkXxRyXLt8mMjL6lX1dXOzxzGJD5051KVs2f5ItsSMpI3NmF2Z835UTJ65SpEh2bGysTB1JRERERERERERERCTNUIGHiEgKu3//MYOGLObChVvY2FjSt099Mrg7vtGxDx4+Ydny3Vy9eo/5C7axbPkemjUtT6uWFXFxsU/m5GnH5Cl/cPbcTRwdbRn3VdvX3kR2d3dk1IgW1K9Xim++/Z3r1+8z6otfWLvuCAMHNiRH9ow8eRLOlq0nWbfuCGfP3Yw71s3Ngdq1fKhXtyTe3plTsmvJztHRlimTOjNs+FL2H7jAkE+WMPLz5lSvXizJzxUdHcOMmRv5fc1BwsMjX5ulQIGsFCyQ9c9/vXB1tWPDhg2UKZNHxR1plKWlBaVL5zF1DBERERERERERERGRNEcFHiIiKejqtbsMGLiQ27dDcXW155uvO1CwgFe82qhfrxT+/mdYsGg7ly/fZvESf35dsZcm75eldatKuLm9WbFIerXmj0P8vuYQBoOB0SNb4unp9q/7ly6Vm8UL+7D0510sXLSdw0cu077Dd5QulZsjR6/EzSJhbm5GxQoFqFevFOXL5cPCwjwlumMStrZWTBj/AV98+Stbt55ixKjlPA2LoFHDMkl2jidPwvl85DIOHrwIgJ2tFfnzZ6VgQS8K/FnQkdXz1SVuoqKikiyDiIiIiIiIiIiIiIhIWqICDxGRFHLy5DWGfLqYx4/DyeblzqRvO5E1678XH7yOmZkZ1aoVpUqVwuzaHcCChdu4cOEWPy3dxYqV+2nc+B3atn6XDBmckqEXqdvZczf5dtIaALp+WINy5d5saRErKws6dqhKzRrFmTR5Dfv2X2Df/gsAeHtnon690tSqVQI3V4dky57aWFpaMGpESxwdbFn9+0EmTFxFYOAdun3ki61t4pbVCAp6yOBPFnH16j1sbCwZPqwZVSoXxsxMM3KIiIiIiIiIiIiIiIj8ExV4iIikgB07zjBy9HIiI6MpXCgbEye0wzWRxQJmZmZUfq8Q771bkL17zzN/4TbOnbvJ8uV7WLXqAA0blOaDtpXJlMk5iXqRuoWEPGXYsJ+Iiorh3XcL0r5d5Xi3kTWrG9983YE9ewI4f+EW5cvnp2CBrK/MIvG2MDc3Y/CgRjg52bJ4yQ5++XUvu/cE8Okn71O6VO4EtXny5DU+/WwJoaHPyJDBia8ntCN//qxJnFxERERERERERERERCT90VtlRUSS2cqV+/hs+FIiI6OpVLEA077rkujijr8zGAxUrFiAubM/ZtK3HSlSJDuRkdGsWLmflq0ncfjI5SQ7V2oVHR3DiFHLuHP3EdmzZeDzYc0TPBuEwWCgUqWCdOlcnUIFvd7a4o6/GAwGunerxaRvOpI5kzO3bj2kT995TJi4iqdPn8erLb+Nx+jddy6hoc/In8+TeXM+VnGHiIiIiIiIiIiIiIjIG1KBh4hIMomNjWXGTD++nfwHRqORxo3eYexXbbGxSdzyFv/EYDBQrmw+Zs3sxndTOlO4cDYiIqL45NMlnD59PVnOmVrMmr2JI0euYGtrxbixbXFwsDF1pHSnXLl8/LikL+83fgeA39cc4oP2U9m77/x/HhsbG8vsOZv5YsyvREXFUPm9Qsz4/iMyZnw7ZpcRERERERERERERERFJCirwEBFJBlFR0Yz5agU//rQTgI+61mTwoEZYWJgn+7kNBgOlS+dh+ncfUqZ0HsLDIxk4aCEXLwYn+7lNYdu2U/y0dBcAw4Y2xds7s4kTpV/29jYMHtSY6d99iKenG3fvPmLQ4EV8MeZXHj9+9tpjIiKiGDlqOQsXbQfgg7bv8dWXbbC1TZ5CJxERERERERERERERkfRKBR4iIkksLOw5gwYvZuPG45ibmzHss6Z07FA1xZf6sLa2ZPy4DyhaNDtPnj6n34D5XLt+L0UzJKeoqGiOHL3MV+NWAtC2zbtUq1bUxKneDiVL5mLJoj60bFkRg8GA38ZjtPlgCtv9T7+034MHT+jZaw5bt53CwsKcz4Y2pcfHtRO8fI6IiIiIiIiIiIiIiMjbzMLUAUTSM6PRyMmT17hx88EbH2NlaU65cvlwcrJLxmSSXB6GPKX/gAVcvBiMra0VX33ZhnJl85ksj62tFd9M7ECvPnO5eDGYvv3mM/P7j8iSxdVkmRIiOjqGa9fucS4giHPnbhJwPohLl4KJiooBoFSpXHT7yNfEKd8utrZW9O1dj2pVizJu/EquXr3HsOFLqVqlCAMHNODhw6cMHrKYO3cf4eRky7iv2uLjk8vUsUVERERERERERERERNIsFXiIJJPzF27x/fcbOHzkcryPtbOzplnTcrRqWQkXF/tkSCfJ4cGDJ/TpO4/Aq3dxc3Pgm4kdKFAgq6lj4ehoy5RJnejRaw7Xrt2jT795zPz+IzJkcDJ1tNeKjY3lxs0HBPxVzBEQxIWLt3j+POqVfR0dbSldKjeDBjZMkeVv5FVFi2RnwbxeLFi4nZ+W7mS7/2mOHL1MdFQMz8IjyZ4tA19PbE+2bBlMHVVERERERERERERERCRNU4GHSBK7fTuU2XM2s3HTcYxGI5aW5pT0yYW5xZstSRB8K4TAq3dZvGQHv67Yx/uNy9KmdSXc3ByTObkkxr37j+ndZy7Xr98nY0Ynpn/3Yaq6oe3q6sB3UzrzcY/ZBAU9pG//+cyY/hHOzqadKcZoNBIcHPKimCPgJucCgjh/PoiwsIhX9rWztSJ//qwULOhFgQJZKVjAC09P1xRf+kZeZW1tSfduvlStWoSxY1dy8VIw8GIpl7FfttGMRCIiIiIiIiIiIiIiIklABR4iSeTJk/A/izL2EhkZDYBvzeJ81LUmnp5ub9xObGwsu/cEsHDhdgLOB7H0512s/G0/jRu9Q5s275Ixlc66kBrExsZiZvZmhTRJ6e7dR/TuM5cbNx+QOZMz06Z9iFdW9xTP8V8yZnRm6pQufNxjFoGBd+k/cAHTpnbB3t4mxTLcu/eIcwFB/z87x/kgHj169sp+VlYW5MvnScECWSlQwIuCBbOSPVsGk3x/5c3lz+fJvLk9WPnbfsLDI/mg7XuaWUVERERERERERERERCSJqMBDJJGioqL5bdUBFi7aHnejuqSPNz171qFgAa94t2dmZsZ77xbi3UoF2bf/AgsWbOPM2Rss/2UPq1YfoEH90nzQ9j0yZ3ZJ4p6kXc+fR/LDrE2s/v0gbm4O+JTwpkQJb3xKeJM1q1uyzvBw+3YovfrM5dath2TJ4sq0qV3iVdCT0rJmdWPqlM707D2HgIAgBg1ZzORvO2JjY5Vs59y56yxr1x4mICCI+w+evPK8hYU5eXJ7ULDgi2KOAvmz4u2dSYUBaZSFhTktW1Q0dQwREREREREREREREZF0RwUeIglkNBrZtu0UM2dt4tathwDkzJmRnh/XoUKF/IkuKjAYDFQon5/y5fJx6PAl5s/fxslT11j5235+X3OIenVL0r5dFbJkcU2K7qRZp09f58uvVnD9xn3gRcHFBr9jbPA7BkCGDE74lMgZV/CRI0fGJCv4CA4OoVefuQQHh+Dp6cb07z7Ew8MlSdpOTt7emZn8bSd69ZnLiRNXGfrZT0wY3w4rq6T/L2Hr1pOMGLUco9EIgJmZAW/vzH/OzPFiuZXcuTyS5dwiIiIiIiIiIiIiIiIi6YnuqIkkwPETgUyfvoGz524C4O7uyIddalCvbskkn3XAYDDwTpm8lCmdh6PHrrBgwTaOHgvk9zWHWLvuCPXrlaJXzzopusxGahAZGc38BVv58aedxMYayZDBicGDGmFtbcGxY4EcPx7I2XM3uX//MZu3nGTzlpMAuLraU6K4Nz4+3pQpk4cc2TMm6Pw3gx7Qu/dc7tx9RDYvd6Z99yGZMjknZReTVf78Wfn26470GzCfAwcvMuqL5XwxqlWS/vweOnSJ0WN+xWg0Uqe2D40avkO+fFmSdbYQERERERERERERERERkfRKBR4i8XDr1kO+n+HHdv/TANjaWtG2zbu0alkJOzvrZD23wWCgVMnclCqZm+MnAlmwcDuHDl3i9zWHOHToEqNGtqRIkezJmiG1OH/hFl9+tYLLl28DUKtWCfr3bYCTky0A75TJC0BERBSnz1x/UfBx4iqnT18nJCSM7f6n476HJX28adq0PO9WKvjGxQ3Xr9+nd9+53Lv3mOzZMzDtuw/JmMEpGXqavIoVy8H4cR8weMhi/P3PMG78bwz7rClmZmaJbjsgIIihn/1IdHQM1aoW4bOhTTE3T3y7IiIiIiIiIiIiIiIiIm8rFXhImhAbG8uaNYfYuOk4jo62eGRxxSOzCx4eLmT583MXF/skW3rjf4U9i2DJEn+WLd9DZGQ0ZmYGGtQvzYddauDu7pgs5/w3JYp7M3WyN8eOXeHLsSu5FRzCxz1n07lTNdq3q5Jub6RHR8ew5McdzF+wjZiYWFxc7BkyuBFVKhd57f7W1pZxRTHwYtaPc+ducux4IMeOBXL02BWOHgvk6LFAMmVy5v3GZWnQoDRurg7/mOHqtbv06TOP+w+e4J0zE99N7WKSn4Gk8k6ZvHwxujXDP1/KBr9jPHkSzufDm+PoaJvgNm/cuM+AQQt5Fh5JqVK5GPF5i3T7MykiIiIiIiIiIiIiIiKSUlTgIaleYOAdJkxczclT1/51PxsbSzw8XPDI7EqWLC5kzuxK3jwelC6dG0vLhP2ox8bGsn79UX6YvYmHD58CULpUbvr2qUfu3B4JajMp+fjkYtGC3kz8ejVbtp5kztwtHDp8iRHDW+Dh4WLqeEnq6tW7jPlqBef+XBan8nuFGDy48b8WY/wvKysLihfPSfHiOenYoSp37oSy+veD/L7mEHfvPmLW7E3MX7CV6tWK0axpOQoVyvbS8Veu3KFPv3k8fPiU3Lk9mDqlc7zOn1pVfq8QI0e04MuvVrB7TwCdP/yesV+2JW/eLPFu6/79x/QbsIDQ0DDy5/Nk/NgPsLLSfzUiIiIiIiIiIiIiIiIiiaW7bpJqRUZGs3iJP4uX7CA6OgZbWys6tK+Ko6MNt2+HEhwcwu07odwODuH+gyc8fx7F1av3uHr13kvtODraUvm9QlSrVpTSpXK/8TIcx08EMnXqOs5fuAWAl5c7vXvVpVLFAsk2U0hCODjYMHpUS8qXy8e3k9Zw/PhVOnT8jk8+eZ9qVYuaOl6ixcTEsvyXPcyes5nIyGgcHWwYMKAhvjWLJ/r7kDmzC90+8qVTx2ps3XaKlSv3cfbcTfw2HsNv4zEKFvSiWZNyVKtWlBs37tOn33xCQ8PImzcLUyd3xsXFPol6aXo1qhfDK6s7wz5fSlDQQ7p2m8kngxtTp07JN27jyZNwBgxcSHBwCFmzuvHtNx2wt7dJxtQiIiIiIiIiIiIiIiIibw8VeEiqdOx4IBMmruL69fsAVKxQgIEDGv7jrBSRkdHcvfsorugjODiEW8EhHDlymQcPnrB23RHWrjuCs7Mdld8rTI3qRSlRwvu1xR7BwSF8P2MD27afBsDe3ppOHavRrGn5VDsTgcFgoE6dkhQtloNRo5Zz9txNhn/+Mw3qX6Rvn3rY2VmbOmK8RUfHsG37aZb+vIsLfxbZlCubj6Gfvk/GjM5Jei4rKwvq1PahTm0fzp69wcrf9rNl60nOnbvJmK9WMO37DcTExPLkSTj583kydUpnnJzskjRDalCgQFYWzOvJqNG/sP/ABcZ8tYLTZ67Tt0/9//zZj4iI4pOhS7h0+Tbu7o5MmdQZN7e0u3SNiIiIiIiIiIiIiIiISGqTOu9Wy1vr8eNwZsz0Y80fhwBwc3NgQL8GVK1a5F9na7CyssDLyx0vL/eXtsfExHLixFW2bjvFdv/ThIaGseaPQ6z54xCurvZUqVyEGtWLUqxYTiIioli8ZAfLlu8mMjIaMzMDDeqXpmvXmmlmGQ6vrO78MLMbc+dtZcmPO/hj7WFOnLjKqJEtKVAgq6njvZGwsOes+eMwv/yyhzt3HwFgZ2tFr151adSwTLLPnlKoUDYKFcpGz551+OOPw6xafYC7f+YoWNCLyd92wsnJNlkzmJKTkx3ffN2e+Qu2sWDhdlatPsj587f4ckybfyywio6OYeSo5Rw/fhV7e2smfdORrFndUja4iIiIiIiIiIiIiIiISDqnAg9JFYxGI9u2nWLy1LU8fPgUgIYNytDj49qJuplubm5GyZK5KFkyF/371efYsUC2bjuF/47ThISEsWr1AVatPkAGd0eMwIMHTwAoWTIXfXvXI2/eLEnRvRRlYWFO926+vFMmD6PH/ML1G/f5qPsPdPuoJq1bVcLMzMzUEV/rzp1Qfvl1L2v+OERYWAQALi72NGtajvcbl8U1hYts3Fwd6NC+Cm3bvMuu3ee4evUuzZtVwMEh/S85YmZmxoddalC4UDZGffELZ8/dpFOX6Ywe1ZJ3yuR9aV+j0cjX3/7Ozl1nsbKyYOL4dmny90ZEREREREREREREREQktVOBh5hcUNBDpkxdy569AQBkz56BT4a8j08J7yQ9j4WFOWXK5KFMmTwMGtiQw0cus3XrKXbuPMP9Pws7PD3d6N2zDu+9VyjZZ4pIbiVL5mLxwj5MmLgK/x1n+H6GHwcOXOTTT97H0zNpZ1cIC3tOSGgYmTI6x3sZm4CAIH5etott208TExMLQM6cGWnVshK1fEtgbW2ZpFnjy8LCnKpVipg0g6mUL5+fBfN6Mmz4Us5fuEX/AQvp+mEN2rerHFcoNHvOZv744zBmZgZGj2yJj08uE6cWERERERERERERERERSZ9U4CEpLvh2CMePBXL8xFWOHQ/k5s0HwIsb6e3bVaZ9uyrxLhKILwsLc8qVzUe5svkYMrgRBw9dIjw8kvfeLZTs505Jzs52fPVlG9b8cZgpU9dy+Mhl2rabSscOVWnTuhKWlonra2RkNMuW72Hhom08fx6FwWDA3c0BjyyueGR2IUsWVzw8XF763MbGitjYWC5dDqFv/wUcP341rr2SJXPRulUlypfLl2pnGnnbeHq68cPMbkya/Ad/rD3M7DmbOXv2Bp8Pb47fxmMsWuwPwOBBjalcubBpw4qIiIiIiIiIiIiIiIikY+nnTrakSkajkaBbDzl+LJBjx1983L4d+tI+BoOBUn8uoeLtnTnFM1paWlCxQoEUP29KMRgMNGpYhhIlcvL116s5eiyQWbM3sXHTMQYNaETJkgmbcWHvvvNMnbqWG38r0ImOjuH+gyfcf/CE06evv/Y4Fxd7LC3NuXfvMfBiGZ3q1YvRumVF8ufPmrBOSrKytrZk6KdNKFIkO99OWsPuPQF80H4q9++/mPmm64c1aNSwjIlTioiIiIiIiIiIiIiIiKRvKvCQJHfjxn2OHL3C8T8LOv66kf8Xc3Mz8ufzxMfHmxIlvClWNAeOjrYmSvv2yJE9I9O++xC/jceZNn09V6/eo1efudSu5UOvXnVwc3V4o3ZuBj3gu+/WsXvPiyV13N0d6dmjNr41i/Po0TNu3wklODiE27dDuX37xb/Bt19se/YsgtDQMACsrMxp8n5ZWraoRObMLsnVbUlCDeqXJm+eLAz7fCnBwSEANGtajo4dqpo4mYiIiIiIiIiIiIiIiEj6pwIPSXIzf9iI/44zcY8tLMwpVNCLEiW8KVEiJ0WL5sDeztqECd9eBoOBOrV9qFihALNmb2T174fw23iMPXvO8XH3WjRsWOYfl0Z5/jySJT/u4Kelu4iMjMbc3IyWLSrSqWNV7O1tAHB1dcDV1YGCBbxeOd5oNPLkyXNu3wnh/v3H3Lxxhvffr4WlpWWy9lmSVoECWVkwryczZm7E2dmObh/VxGAwmDqWiIiIiIiIiIiIiIiISLqnAg9Jcu+UycOjR8/iZugoUjgbNjZWpo4lf+PkZMvgQY2pV7cUE7/5nQsXbjHxm99Zt/4ogwY1In8+z7h9jUYj2/1PM236Bu7cCQWgTJk89O9Xn5w5Mr3xOQ0GA05Otjg52eKdMyP37p5P6m5JCnFysuPTT943dQwRERERERERERERERGRt8rr36qfQnbu3EmDBg3w9PTEYDCwevXql543Go2MGjUKT09PbG1tqVKlCmfOnHlpn4iICHr37k2GDBmwt7enYcOG3Lx5MwV7If+rceOyfD+9Kx92qUHpUrlV3JGKFSqUjbmzP6Zf3/rY2Vlz5uwNunz4PVOmriUs7DmBgXfo228+wz//mTt3QvHwcGHcV22ZMqlTvIo7REREREREREREREREREQkcUxa4BEWFkbx4sWZPn36a5+fOHEikyZNYvr06Rw6dAgPDw9q1qzJkydP4vbp168fq1atYtmyZezevZunT59Sv359YmJiUqobImmahYU5LZpX4Oel/alevSixsUZ++XUvzVt+S/uO0zh85DJWVhZ07lSNpT/2o3LlwlqSQ0REREREREREREREREQkhZl0iZY6depQp06d1z5nNBqZMmUKw4YNo0mTJgAsWrSIzJkzs3TpUrp168ajR4+YN28eS5YsoUaNGgD8+OOPZMuWjS1btlCrVq0U64tIWpcxgxNjRremfr3SfDtpDTdvPgDgvXcL0ad3XTw93UycUERERERERERERERERETk7WXSAo9/ExgYyO3bt/H19Y3bZm1tTeXKldm7dy/dunXjyJEjREVFvbSPp6cnRYoUYe/evf9Y4BEREUFERETc48ePHwMQFRVFVFRUMvVIJG0o6ZOT+fM+ZqPfcbJmdadUqVwASfq78Vdb+n0TkfjS+CEiCaXxQ0QSQ2OIiCSUxg8RSQyNISKSUK8bPzSWiKQPqbbA4/bt2wBkzpz5pe2ZM2fm2rVrcftYWVnh6ur6yj5/Hf8648aNY/To0a9s37RpE3Z2domNLpIuWFjAnTv3WL8+INnOsXnz5mRrW0TSN40fIpJQGj9EJDE0hohIQmn8EJHE0BgiIgn19/Hj2bNnJkwiIkkl1RZ4/MVgMLz02Gg0vrLtf/3XPkOHDmXAgAFxjx8/fky2bNnw9fXFyckpcYFF5D9FRUWxefNmatasiaWlpanjiEgaovFDRBJK44eIJIbGEBFJKI0fIpIYGkNEJKFeN378taKBiKRtqbbAw8PDA3gxS0eWLFnitt+9ezduVg8PDw8iIyMJCQl5aRaPu3fvUqFChX9s29raGmtr61e2W1pa6kWSSArS75yIJJTGDxFJKI0fIpIYGkNEJKE0fohIYmgMEZGE+vv4oXFEJH0wM3WAf+Lt7Y2Hh8dLUwdFRkayY8eOuOKNUqVKYWlp+dI+wcHBnD59+l8LPERERERERERERERERERERETSEpPO4PH06VMuXboU9zgwMJDjx4/j5uZG9uzZ6devH2PHjiVv3rzkzZuXsWPHYmdnR5s2bQBwdnamS5cuDBw4EHd3d9zc3Bg0aBBFixalRo0apuqWiIiIiIiIiIiIiIiIiIiISJIyaYHH4cOHqVq1atzjAQMGANChQwcWLlzIkCFDCA8Pp0ePHoSEhFC2bFk2bdqEo6Nj3DGTJ0/GwsKCFi1aEB4eTvXq1Vm4cCHm5uYp3h8RERERERERERERERERERGR5GDSAo8qVapgNBr/8XmDwcCoUaMYNWrUP+5jY2PDtGnTmDZtWjIkFBERERERERERERERERERETE9M1MHEBEREREREREREREREREREZF/pwIPERERERERERERERERERERkVROBR4iIiIiIiIiIiIiIiIiIiIiqZyFqQOkBkajEYDHjx+bOInI2yEqKopnz57x+PFjLC0tTR1HRNIQjR8iklAaP0QkMTSGiEhCafwQkcTQGCIiCfW68eOv+6B/3RcVkbRJBR7AkydPAMiWLZuJk4iIiIiIiIiIiIiIiIiIJI8nT57g7Oxs6hgikkAGo8q0iI2N5datWzg6OmIwGEwdRyTde/z4MdmyZePGjRs4OTmZOo6IpCEaP0QkoTR+iEhiaAwRkYTS+CEiiaExREQS6nXjh9Fo5MmTJ3h6emJmZmbihCKSUJrBAzAzM8PLy8vUMUTeOk5OTvrDREQSROOHiCSUxg8RSQyNISKSUBo/RCQxNIaISEL97/ihmTtE0j6VZ4mIiIiIiIiIiIiIiIiIiIikcirwEBEREREREREREREREREREUnlVOAhIinO2tqakSNHYm1tbeooIpLGaPwQkYTS+CEiiaExREQSSuOHiCSGxhARSSiNHyLpl8FoNBpNHUJERERERERERERERERERERE/plm8BARERERERERERERERERERFJ5VTgISIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxGJt507d9KgQQM8PT0xGAysXr36pefv3LlDx44d8fT0xM7Ojtq1a3Px4sWX9qlSpQoGg+Glj1atWr20T0hICO3atcPZ2RlnZ2fatWtHaGhoMvdORJJbSowhV69epUuXLnh7e2Nra0vu3LkZOXIkkZGRKdFFEUkmKfUa5C8RERGUKFECg8HA8ePHk6lXIpISUnL8WLduHWXLlsXW1pYMGTLQpEmT5OyaiKSAlBpDLly4QKNGjciQIQNOTk5UrFiR7du3J3f3RCQZJcX4AbBv3z6qVauGvb09Li4uVKlShfDw8LjndR1VJH1KiTFE11FF0h4VeIhIvIWFhVG8eHGmT5/+ynNGo5HGjRtz5coVfv/9d44dO0aOHDmoUaMGYWFhL+3btWtXgoOD4z5mzZr10vNt2rTh+PHj+Pn54efnx/Hjx2nXrl2y9k1Ekl9KjCEBAQHExsYya9Yszpw5w+TJk/nhhx/47LPPkr1/IpJ8Uuo1yF+GDBmCp6dnsvRFRFJWSo0fK1eupF27dnTq1IkTJ06wZ88e2rRpk6x9E5Hkl1JjSL169YiOjmbbtm0cOXKEEiVKUL9+fW7fvp2s/ROR5JMU48e+ffuoXbs2vr6+HDx4kEOHDtGrVy/MzP7/9o6uo4qkTykxhug6qkgaZBQRSQTAuGrVqrjH58+fNwLG06dPx22Ljo42urm5GefMmRO3rXLlysa+ffv+Y7tnz541Asb9+/fHbdu3b58RMAYEBCRpH0TEdJJrDHmdiRMnGr29vRMbWURSieQeP9avX28sUKCA8cyZM0bAeOzYsSRMLyKmlFzjR1RUlDFr1qzGuXPnJkdsEUklkmsMuXfvnhEw7ty5M27b48ePjYBxy5YtSdoHETGNhI4fZcuWNQ4fPvwf29V1VJG3Q3KNIa+j66giqZtm8BCRJBUREQGAjY1N3DZzc3OsrKzYvXv3S/v+9NNPZMiQgcKFCzNo0CCePHkS99y+fftwdnambNmycdvKlSuHs7Mze/fuTeZeiIipJNUY8jqPHj3Czc0t6UOLSKqQlOPHnTt36Nq1K0uWLMHOzi75w4uISSXV+HH06FGCgoIwMzPDx8eHLFmyUKdOHc6cOZMyHRERk0iqMcTd3Z2CBQuyePFiwsLCiI6OZtasWWTOnJlSpUqlTGdEJEW9yfhx9+5dDhw4QKZMmahQoQKZM2emcuXKL40vuo4q8nZKqjHkdXQdVSR1U4GHiCSpAgUKkCNHDoYOHUpISAiRkZGMHz+e27dvExwcHLdf27Zt+fnnn/H39+fzzz9n5cqVL61Nffv2bTJlyvRK+5kyZdLUpCLpWFKNIf/r8uXLTJs2je7du6dEN0TEBJJq/DAajXTs2JHu3btTunRpU3RFRFJYUo0fV65cAWDUqFEMHz6ctWvX4urqSuXKlXn48GGK90tEUkZSjSEGg4HNmzdz7NgxHB0dsbGxYfLkyfj5+eHi4mKCnolIcnuT8ePvry+6du2Kn58fJUuWpHr16ly8eBHQdVSRt1VSjSH/S9dRRVI/C1MHEJH0xdLSkpUrV9KlSxfc3NwwNzenRo0a1KlT56X9unbtGvd5kSJFyJs3L6VLl+bo0aOULFkSeHFx438ZjcbXbheR9CEpx5C/3Lp1i9q1a9O8eXM+/PDDFOmHiKS8pBo/pk2bxuPHjxk6dGhKd0FETCSpxo/Y2FgAhg0bRtOmTQFYsGABXl5e/Prrr3Tr1i3lOiUiKSapxhCj0UiPHj3IlCkTu3btwtbWlrlz51K/fn0OHTpElixZUrprIpLM3mT8+Ov1Rbdu3ejUqRMAPj4+bN26lfnz5zNu3DhA11FF3kZJOYb8RddRRdIGzeAhIkmuVKlSHD9+nNDQUIKDg/Hz8+PBgwd4e3v/4zElS5bE0tIyrmrUw8ODO3fuvLLfvXv3yJw5c7JlFxHTS4ox5C+3bt2iatWqlC9fntmzZyd3dBExsaQYP7Zt28b+/fuxtrbGwsKCPHnyAFC6dGk6dOiQIv0QkZSXFOPHXzdfCxUqFLePtbU1uXLl4vr168nbARExqaR6DbJ27VqWLVtGxYoVKVmyJDNmzMDW1pZFixalVFdEJIX91/jxutcXAAULFox7faHrqCJvr6QYQ/6i66giaYcKPEQk2Tg7O5MxY0YuXrzI4cOHadSo0T/ue+bMGaKiouJecJQvX55Hjx5x8ODBuH0OHDjAo0ePqFChQrJnFxHTS8wYAhAUFESVKlUoWbIkCxYswMxML3tE3haJGT++++47Tpw4wfHjxzl+/Djr168HYPny5Xz11Vcpkl9ETCcx40epUqWwtrbm/PnzcftERUVx9epVcuTIkezZRcT0EjOGPHv2DOCVv1vMzMzi3n0rIunXP40fOXPmxNPT86XXFwAXLlyIe32h66gikpgxBHQdVSSt0RItIhJvT58+5dKlS3GPAwMDOX78OG5ubmTPnp1ff/2VjBkzkj17dk6dOkXfvn1p3Lgxvr6+wIs13H766Sfq1q1LhgwZOHv2LAMHDsTHx4eKFSsCLypIa9euTdeuXZk1axYAH330EfXr1yd//vwp32kRSTIpMYbcunWLKlWqkD17dr755hvu3bsXdz4PD4+U7bCIJJmUGD+yZ8/+0jkdHBwAyJ07N15eXinUUxFJaikxfjg5OdG9e3dGjhxJtmzZyJEjB19//TUAzZs3T/lOi0iSSYkxpHz58ri6utKhQwdGjBiBra0tc+bMITAwkHr16pmk3yKSeIkdPwwGA4MHD2bkyJEUL16cEiVKsGjRIgICAlixYgWg66gi6VlKjCG6jiqSBhlFROJp+/btRuCVjw4dOhiNRqNx6tSpRi8vL6OlpaUxe/bsxuHDhxsjIiLijr9+/brxvffeM7q5uRmtrKyMuXPnNvbp08f44MGDl87z4MEDY9u2bY2Ojo5GR0dHY9u2bY0hISEp2FMRSQ4pMYYsWLDgtefQSx+RtC2lXoP8XWBgoBEwHjt2LJl7JyLJKaXGj8jISOPAgQONmTJlMjo6Ohpr1KhhPH36dEp2VUSSQUqNIYcOHTL6+voa3dzcjI6OjsZy5coZ169fn5JdFZEkltjx4y/jxo0zenl5Ge3s7Izly5c37tq166XndR1VJH1KiTFE11FF0h6D0Wg0Jn3ZiIiIiIiIiIiIiIiIiIiIiIgkFS2iJCIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxEREREREREREREREREREZFUTgUeIiIiIiIiIiIiIiIiIiIiIqmcCjxEREREREREREREREREREREUjkVeIiIiIiIiIiIiIiIiIiIiIikcirwEBERERERkVRv1KhRlChRIsXP6+/vj8FgwGAw0Lhx4zfaNzQ0NEWypRUdO3aM+xquXr3a1HFERERERERERNIsFXiIiIiIiIiISf118/+fPjp27MigQYPYunWryTKeP3+ehQsXxj2uUqUK/fr1e2mfChUqEBwcjLOzc8qG+5vUWGQydepUgoODTR1DRERERERERCTNszB1ABEREREREXm7/f3m//LlyxkxYgTnz5+P22Zra4uDgwMODg6miAdApkyZcHFx+dd9rKys8PDwSJlAaYizs7NJi15ERERERERERNILzeAhIiIiIiIiJuXh4RH34ezsjMFgeGXb/y7R0rFjRxo3bszYsWPJnDkzLi4ujB49mujoaAYPHoybmxteXl7Mnz//pXMFBQXRsmVLXF1dcXd3p1GjRly9ejVeeTt27MiOHTuYOnVq3CwjV69efWX2jIULF+Li4sLatWvJnz8/dnZ2NGvWjLCwMBYtWkTOnDlxdXWld+/exMTExLUfGRnJkCFDyJo1K/b29pQtWxZ/f/+4569du0aDBg1wdXXF3t6ewoULs379eq5evUrVqlUBcHV1jZv9BMDPz49KlSrh4uKCu7s79evX5/Lly3FtXr16FYPBwC+//MK7776Lra0tZcqU4cKFCxw6dIjSpUvj4OBA7dq1uXfv3ivfh9GjR5MpUyacnJzo1q0bkZGR8fqaioiIiIiIiIjIf1OBh4iIiIiIiKRJ27Zt49atW+zcuZNJkyYxatQo6tevj6urKwcOHKB79+50796dGzduAPDs2TOqVq2Kg4MDO3fuZPfu3XFFC/EpSJg6dSrly5ena9euBAcHExwcTLZs2V6777Nnz/juu+9YtmwZfn5++Pv706RJE9avX8/69etZsmQJs2fPZsWKFXHHdOrUiT179rBs2TJOnjxJ8+bNqV27NhcvXgSgZ8+eREREsHPnTk6dOsWECRNwcHAgW7ZsrFy5EnixpExwcDBTp04FICwsjAEDBnDo0CG2bt2KmZkZ77//PrGxsS/lHTlyJMOHD+fo0aNYWFjQunVrhgwZwtSpU9m1axeXL19mxIgRLx2zdetWzp07x/bt2/n5559ZtWoVo0ePfuOvp4iIiIiIiIiIvBkt0SIiIiIiIiJpkpubG9999x1mZmbkz5+fiRMn8uzZMz777DMAhg4dyvjx49mzZw+tWrVi2bJlmJmZMXfuXAwGAwALFizAxcUFf39/fH193+i8zs7OWFlZYWdn959LskRFRTFz5kxy584NQLNmzViyZAl37tzBwcGBQoUKUbVqVbZv307Lli25fPkyP//8Mzdv3sTT0xOAQYMG4efnx4IFCxg7dizXr1+nadOmFC1aFIBcuXK99DWBV5eUadq06Uu55s2bR6ZMmTh79ixFihSJ2z5o0CBq1aoFQN++fWndujVbt26lYsWKAHTp0oWFCxe+1JaVlRXz58/Hzs6OwoUL88UXXzB48GDGjBmDmZneVyIiIiIiIiIiklRU4CEiIiIiIiJpUuHChV8qIMicOfNLxQrm5ua4u7tz9+5dAI4cOcKlS5dwdHR8qZ3nz5+/tFxJUrKzs4sr7vgrY86cOXFwcHhp218Zjx49itFoJF++fC+1ExERgbu7OwB9+vTh448/ZtOmTdSoUYOmTZtSrFixf81x+fJlPv/8c/bv38/9+/fjZu64fv36S1+zv7eTOXNmgLhCkv/N+pfixYtjZ2cX97h8+fI8ffqUGzdukCNHjn/NJSIiIiIiIiIib04FHiIiIiIiIpImWVpavvTYYDC8dttfxQyxsbGUKlWKn3766ZW2MmbMmGoympubc+TIEczNzV/a76+ikA8//JBatWqxbt06Nm3axLhx4/j222/p3bv3P+Zo0KAB2bJlY86cOXh6ehIbG0uRIkVeWZrm79n+muXkf7f977Iu/+Sv40VEREREREREJGmowENERERERETeCiVLlmT58uVkypQJJyenRLVlZWVFTExMEiX7fz4+PsTExHD37l3efffdf9wvW7ZsdO/ene7duzN06FDmzJlD7969sbKyAngp24MHDzh37hyzZs2Ka3P37t1JlvnEiROEh4dja2sLwP79+3FwcMDLyyvJziEiIiIiIiIiIqDFcEVEREREROSt0LZtWzJkyECjRo3YtWsXgYGB7Nixg759+3Lz5s14tZUzZ04OHDjA1atXX1ryJLHy5ctH27Ztad++Pb/99huBgYEcOnSICRMmsH79egD69evHxo0bCQwM5OjRo2zbto2CBQsCkCNHDgwGA2vXruXevXs8ffoUV1dX3N3dmT17NpcuXWLbtm0MGDAgSfICREZG0qVLF86ePcuGDRsYOXIkvXr1emn5HBERERERERERSTxdbREREREREZG3gp2dHTt37iR79uw0adKEggUL0rlzZ8LDw+M9o8egQYMwNzenUKFCZMyYkevXrydZzgULFtC+fXsGDhxI/vz5adiwIQcOHCBbtmzAi9k5evbsScGCBalduzb58+dnxowZAGTNmpXRo0fz6aefkjlz5rhCi2XLlnHkyBGKFClC//79+frrr5Msb/Xq1cmbNy/vvfceLVq0oEGDBowaNSrJ2hcRERERERERkRcMRqPRaOoQIiIiIiIiIqmRv78/VatWJSQkBBcXF1PHSXU6duxIaGgoq1ev/s99DQYDq1atonHjxsmeS0REREREREQkPdIMHiIiIiIiIiL/wcvLi9atW5s6RprUvXt3HBwcTB1DRERERERERCTN0wweIiIiIiIiIv8gPDycoKAgABwcHPDw8DBxotTlTWbwuHv3Lo8fPwYgS5Ys2Nvbp1A6EREREREREZH0RQUeIiIiIiIiIiIiIiIiIiIiIqmclmgRERERERERERERERERERERSeVU4CEiIiIiIiIiIiIiIiIiIiKSyqnAQ0RERERERERERERERERERCSVU4GHiIiIiIiIiIiIiIiIiIiISCqnAg8RERERERERERERERERERGRVE4FHiIiIiIiIiIiIiIiIiIiIiKpnAo8RERERERERERERERERERERFI5FXiIiIiIiIiIiIiIiIiIiIiIpHIq8BARERERERERERERERERERFJ5f4P4+7NtPKtRbYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timegpt_fcst_df = nixtla_client.forecast(df=df, h=6, time_col='timestamp', target_col='value', freq='MS')\n",
    "nixtla_client.plot(df, timegpt_fcst_df, time_col='timestamp', target_col='value')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
